{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Baseline examples\n",
    "\n",
    "Charles Le Losq\n",
    "\n",
    "August 2016\n",
    "\n",
    "This notebook shows examples of how to use the baseline function, and compares the outcomes of using splines over machine learning algorithms.\n",
    "\n",
    "DISCLAIMER: the fits shown in this notebook are purely illustrative and do not aim to show how to fit a \"good\" background.\n",
    "\n",
    "First we call the relevant libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[34mINFO: Recompiling stale cache file /Users/charles/.julia/lib/v0.5/Spectra.ji for module Spectra.\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "using Spectra\n",
    "using PyPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we import one of the Raman spectrum from the example data folder, and we plot it to have a nice look at it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x31b170910>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.text.Text object at 0x325fcef50>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We import the spectrum\n",
    "spectra = readdlm(\"./data/r040.txt\")\n",
    "\n",
    "# We check that the x values (Raman shifts) are increasing, if not we flip the array\n",
    "if spectra[end,1] < spectra[1,1]\n",
    "    spectra = flipdim(spectra,1)\n",
    "end\n",
    "\n",
    "# Before the temperature-excitation line correction, we remove the minimum value fo the spectrum. This limits the distortion of the spectrum:\n",
    "spectra[:,2] = spectra[:,2]-minimum(spectra[:,2])\n",
    "\n",
    "# We perform the temperature-excitation line correction\n",
    "x, y_long,ese_long = tlcorrection(spectra,23.0,532.0);\n",
    "\n",
    "y = spectra[:,2] # this one will record the raw signal. We will use it later.\n",
    "\n",
    "# Now a plot of the entire spectrum, raw and corrected from temperature and excitation line effect.\n",
    "# We need to normalise the original spectrum as the tlcorrection applies automatically a normalisation of the signal to\n",
    "# the area beyond it. We will use the trapz function (see Spectra documentation)\n",
    "scaling_factor = 1000.\n",
    "figure() # we create the figure\n",
    "\n",
    "# Here are the functions to plot the lines\n",
    "plot(x,y./trapz(x,y).*scaling_factor,color=\"black\",label=\"Raw\")\n",
    "plot(x,y_long.*scaling_factor,color=\"blue\",label=\"TL-corrected\")\n",
    "\n",
    "# we set the limits fo the axis\n",
    "xlim(0,4000)\n",
    "ylim(0.,2.0)\n",
    "\n",
    "# we display the legend at the best location, without a frame\n",
    "legend(loc=\"best\",frameon=false)\n",
    "\n",
    "# we set the values of the labels of the x and y axis.\n",
    "xlabel(L\"Raman shift, cm$^{-1}$\",fontsize=18) # The L in front of the string indicates that we use Latex\n",
    "ylabel(\"Intensity, a. u.\",fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Subtracting baseline from Raman spectra after temperature and excitation line effect corrections\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kTV1dHaqqqs3Wf/bsGfT19ds7LEJeCf060cVI3lHT0tKScySkK5L8XNG7kERRNU7WNDQ0AAAeHh6wtbWFsbEx73hJSUmHxUbIy6JkrYuiR5+kPdDPFVF0zSVrp0+fxu3bt2Fqaso7Tska6QwoWSOEENIl5OTkIDk5mVempqYG4PkvGioqKlKzxlOyRjoDStaIwvP394enp2eHt7thwwYMHDiww9slhLRdXV0dBg8ejLCwMF5541HxQqGQt5+QkNCqVQ8IkScaYEAU3jfffANawpYQ0hzGGLZu3drkdEX5+fm8/czMTN7+v//9b5SUlOD7779v1xgJeRXUs0YUnr6+PgwMDOQdBiFEQZ0+fRpr1qxp8tiSJUt4+4MGDZKq89///rdd4iJEVihZIwrjyJEjcHJygqamJoyMjODu7o6Kigqpx6DPnj2Dj48PtLW1YW5uju3bt2P06NG8/5RtbGywadMmzJ49G7q6urCyssKePXt47a1atQr29vbQ0tJCz549sXbtWhrlSEgndOHChSbLDx48iPnz5/PKDh8+jIULF0r9f0CIIqNk7TXAGENFRYVcttY+vnz06BG8vb0xe/ZsZGVlIT4+Hh988EGT5y9btgyXL1/GiRMnEBMTg4sXLyItLU2qXkhICIYMGYL09HQsWLAA8+fPR3Z2NndcV1cXYWFhyMzMxDfffIO9e/di+/btL/+NJoTIRXFxMW9/0qRJePz4MWbMmCFVt2/fvti1axe8vLx45ePHj8e5c+faNU5CXha9s/YaqKyshI6OjlzaLi8vh7a29gvrPXr0CPX19fjggw9gbW0NAHBycpKq9+zZMxw4cACHDx/G2LFjAQChoaGwsLCQqvvuu+9iwYIFAJ73om3fvh1xcXHo06cPAPAem9jY2GDFihUIDw/HypUr236jhBC5aZis9ejRA0eOHIGKSssfb41HhZ49exZnz56l92OJQqKeNaIQnJ2dMXbsWDg5OWHq1KnYu3cvnj59KlUvJycHdXV1GDp0KFemr6/PJWANDRgwgPtaIBDAzMyMWy4JACIiIjB8+HCYmZlBR0cHa9aswf3792V8Z4SQ9vbo0SPua2Nj4xcmahLh4eFSZSKRSGZxESIr1LP2GtDS0kJ5ebnc2m4NZWVlxMTEIDExEefOncPOnTvx+eefS82Z1BaNl5gRCAQQi8UAgKSkJPj4+OCLL76Ah4cH9PX1ER4ejpCQkJdujxAiH/fu3eO+bmlpqcYkS6g1VF1d3aqnAYR0JErWXgMCgaBT/OcjEAgwfPhwDB8+HOvWrYO1tTV+/vlnXp2ePXtCVVUV165dg5WVFYDn8ybdvn0bo0aNanVbiYmJsLa2xueff86V5eXlyeZGCCEdpqamBk+ePOH2W1q0vTF1dXWpMkrWiCKiZI0ohOTkZMTGxuKdd95B9+7dkZycjMePH8PBwQE3btzg6unq6sLPzw+BgYEwNDRE9+7dsX79eigpKbVpKaTevXvj/v37CA8Px1tvvYXo6GipxJAQovjKysp4+4sXL271uU0la42XqyJEEdA7a0Qh6Onp4cKFC3j33Xdhb2+PNWvWICQkBP/85z+l6v7nP/+Bq6sr3n//fbi7u2P48OFwcHDg1gBsjYkTJ2Lp0qVYtGgRBg4ciMTERKxdu1aWt0QI6QDPnj3jvs7KyoKLi0urz6VkjXQWAkZDXzqdsrIy6OvrQygUSo1oqq6uRm5uLmxtbduUvHRmFRUVsLS0REhICAICAuQdTpf2Ov58EcV1584dzJ07FwkJCTA3N8dff/3VpvPT0tIwePBgXtmNGzeaHIlOiCy09PndEnoMSjqd9PR0/PHHHxg6dCiEQiE2btwI4PncSoSQ18e4ceO4d03b8sEnQT1rpLOgx6CkU9q2bRucnZ25VQ4uXrwIY2NjeYdFCOlADQcFySpZmz9/Pg02IgqHetZIpzNo0CCkpqbKOwxCiALR1dVt8zlNJWtpaWmYPHlyk6uiECIv1LNGCCGk05HMmShhYGDQ5ms0HEHu4ODAfZ2env7ygRHSDqhnjRBCSKeTm5vL2zcxMWnzNSwsLDBs2DDo6Oigrq4OWVlZsgqPEJnq1D1r3333HWxsbKChoQEXFxdcvXq1xfpRUVHo27cvNDQ04OTkhFOnTvGOM8awbt06mJubQ1NTE+7u7rhz5w6vTklJCXx8fKCnpwcDAwMEBAQ0uzrA3bt3oaur2+RvfC+KhRBCSPPs7Ox4+35+fm2+hpKSEi5duoSzZ8/yJsKlkc5E0XTaZC0iIgLLli3D+vXrkZaWBmdnZ3h4ePDWfmwoMTER3t7eCAgIQHp6Ojw9PeHp6YmMjAyuztatW/Htt99i9+7dSE5Ohra2Njw8PFBdXc3V8fHxwa1btxATE4OTJ0/iwoULmDdvnlR7dXV18Pb2xsiRI18qFkIIIU2LjIzk7aempsLV1fWlriV5FKqvr8+VNbUMFSFyxTqpoUOHsoULF3L7IpGIWVhYsODg4CbrT5s2jb333nu8MhcXF/avf/2LMcaYWCxmZmZm7Ouvv+aOl5aWMnV1dfbTTz8xxhjLzMxkANi1a9e4OqdPn2YCgYDl5+fzrr1y5Uo2Y8YMFhoayvT19dsUy4sIhUIGgAmFQqljVVVVLDMzk1VVVbXqWoS0Bf18EXkTi8UMAG+Thfnz53PXs7S0lMk1CWmspc/vlnTKnrXa2lqkpqbC3d2dK1NSUoK7uzuSkpKaPCcpKYlXHwA8PDy4+rm5uSgoKODV0dfXh4uLC1cnKSkJBgYGGDJkCFfH3d0dSkpKvAXHz58/j6ioKHz33XcvFUtjNTU1KCsr422EEPI6EgqF7XJd6lkjiqxTJmvFxcUQiUQwNTXllZuamqKgoKDJcwoKClqsL/nzRXW6d+/OO66iogJDQ0OuzpMnT+Dv74+wsLBm5/15USyNBQcHQ19fn9t69OjRZD1CCOnqCgsL2+W6Kip/j7czMjJqlzYIeVmdMllTZHPnzsX06dMxatQomV0zKCgIQqGQ2x48eCCzayuax48fY/78+bCysoK6ujrMzMzg4eGBhIQEGBsbY/PmzU2e9+WXX8LU1BR1dXUICwuDQCDgDcWXiIqKgkAggI2NTTvfCSGkPbRXslZaWsp9TT1rRNF0ymTN2NgYysrKUv9oCwsLYWZm1uQ5ZmZmLdaX/PmiOo0HMNTX16OkpISrc/78eWzbtg0qKipQUVFBQEAAhEIhVFRUsH///lbF0pi6ujr09PR4W1c1ZcoUpKen48CBA7h9+zZOnDiB0aNHQygUYsaMGQgNDZU6hzGGsLAw+Pr6QlVVFQCgra2NoqIiqUfL//vf/2BlZdUh90IIkb2LFy/y9huO4nwVysrK3Ne1tbUyuSYhstIpkzU1NTUMHjwYsbGxXJlYLEZsbGyzI4JcXV159QEgJiaGq29rawszMzNenbKyMiQnJ3N1XF1dUVpayps9//z58xCLxXBxcQHw/H2069evc9vGjRuhq6uL69evY/Lkya2K5XVVWlqKixcvYsuWLRgzZgysra0xdOhQBAUFYeLEiQgICMDt27dx6dIl3nkJCQnIycnhLeKuoqKC6dOncwkyADx8+BDx8fGYPn16h90TIUR2CgsLsWbNGl7ZrVu3ZHLtwMBA7uuamhqZXJMQmWmf8Q7tLzw8nKmrq7OwsDCWmZnJ5s2bxwwMDFhBQQFjjLGZM2ey1atXc/UvX77MVFRU2LZt21hWVhZbv349U1VVZTdv3uTqbN68mRkYGLBffvmF3bhxg02aNInZ2tryRr6NHz+eDRo0iCUnJ7NLly6x3r17M29v72bjbGo0aGtiaUlbR4OKGWPlctrErbqj5+rq6piOjg5bsmQJq66ubrLOW2+9xWbNmsUr8/X1ZcOGDeP2Jd/ztLQ0pqenxyoqKhhjjH355Zds0qRJbPv27cza2roNkREJGg1K5GnYsGHtMhJUIiYmhgFgTk5OMr0uIRIvOxq00yZrjDG2c+dOZmVlxdTU1NjQoUPZlStXuGNubm7Mz8+PVz8yMpLZ29szNTU11q9fPxYdHc07LhaL2dq1a5mpqSlTV1dnY8eOZdnZ2bw6T548Yd7e3kxHR4fp6emxWbNmsWfPnjUbY1PJWmtiaUlbk7Vy9vwvWh5beavv6rkjR46wbt26MQ0NDTZs2DAWFBTEfv/9d+747t27mY6ODvc9LysrY1paWmzfvn1cnYbf84EDB7IDBw4wsVjMevXqxX755RdK1l4BJWtEnhonarJO1i5cuMAAMHt7e5lelxCJ1zJZe1115WRNcg/nzp1jGzduZK6urkxZWZmFhoZy966pqcn+97//McYY27t3Ly95Y4yfrH377bds9OjRLC4ujpmZmbG6ujpK1l4BJWtEnto7Wbty5QoDwGxsbGR6XUIkXqt51kjbaAEol9Om9RLxamhoYNy4cVi7di0SExPh7++P9evXAwD09PTw4YcfcgMNQkNDMW3aNOjo6DR5LR8fH1y5cgUbNmzAzJkzecPzCSGd2+rVq2V6PXV1dQD0zhpRPJSsvQYEALTltAlkEL+joyMqKiq4/YCAAFy6dAknT55EYmIib2BBY4aGhpg4cSISEhIwe/ZsGURDCFEE+/btw1dffSXTa6qpqQEAHj16hAsXLsj02oS8CkrWiMJ48uQJ/vGPf+DHH3/EjRs3kJubi6ioKGzduhWTJk3i6o0aNQp2dnbw9fVF3759MWzYsBavGxYWhuLiYvTt27e9b4EQ0kFcXV15023IgqRnDQDc3Nxkem1CXgUla0Rh6OjowMXFBdu3b8eoUaPQv39/rF27FnPnzsWuXbu4egKBALNnz8bTp09b1VumqalJM5IT0sU0TKxkRdKzJhERESHzNgh5GQLGGJN3EKRtysrKoK+vD6FQKDVBbnV1NXJzc2FrawsNDQ05RUi6Kvr5IvKSn5+PN954g9t/+PAhLC0tZdpGUVGR1FKA9BFJZKmlz++WUM8aIYQQhdd4MEFH9KwRoigoWSOEEKLw7t+/z9tvj2StPa5JiCxQskYIIUThNVxoHei4njVaJ5QoAkrWCCGEKLSHDx/ixo0bvDJVVVWZt9PU6NKG0wYRIi+UrBFCCFFYjDH06NFDqlwgkMUsji9GyRpRBJSsEUIIUVh//vmnXNunZI0oAkrWCCGEKKxr165JlSUkJHRY+5SsEUVACyUSQghRSIwxeHl58cpycnJga2vbYTGUl5d3WFuENId61gghhCikBw8eSJW1ZSJRWXBzc4NYLO7QNglpjJI1QlopPj4eAoFAagqBtgoLC4OBgUGLdTZs2ICBAwe+UjuEdHZPnjyRKtPV1e3wOHJycjq8TUIaomSNKAx/f394enryyo4cOQINDQ2EhITIKaq2sbGxgUAggEAggJaWFpycnLBv3z5eHS8vL9y+fVtOERLSeTx8+FCqTB6rDLzqL2iEvCpK1ojC2rdvH3x8fPDf//4Xy5cvf6lrMMZQX18v48hatnHjRjx69AgZGRmYMWMG5s6di9OnT3PHNTU10b179w6NiZDOaOLEifIOAQBw9uxZeYdAXnOUrL0OGIAKOW0vuQby1q1b8cknnyA8PByzZs3iysViMYKDg2FrawtNTU04OzvjyJEj3HHJo8rTp09j8ODBUFdXx6VLl7jHigcPHoSNjQ309fXx0Ucf4dmzZ62+dmvp6urCzMwMPXv2xKpVq2BoaIiYmBjueFOPQTdv3gxTU1Po6uoiICAA1dXVvOP19fX49NNPYWBgACMjI6xatQp+fn68nkhZxU+IIti/f79c2n3nnXekytasWSOHSAj5GyVrr4NKADpy2irbHu6qVavw5Zdf4uTJk5g8eTLvWHBwMP7v//4Pu3fvxq1bt7B06VLMmDFDaij/6tWrsXnzZmRlZWHAgAEAgHv37uH48eM4efIkTp48iYSEBGzevLnN124tsViMo0eP4unTpy0+uomMjMSGDRuwadMmpKSkwNzcHN9//z2vzpYtW3Do0CGEhobi8uXLKCsrw/Hjx1/qe0OIojtw4AACAgLUJTYLAAAgAElEQVTk0vapU6fw119/oX///rzyhr/YEdLhGOl0hEIhA8CEQqHUsaqqKpaZmcmqqqr+LixnjEFOW3nr78vPz4+pqakxACw2NlbqeHV1NdPS0mKJiYm88oCAAObt7c0YYywuLo4BYMePH+fVWb9+PdPS0mJlZWVcWWBgIHNxcWnztZ8+fdrsPVhbWzM1NTWmra3NVFRUGABmaGjI7ty5w9UJDQ1l+vr63L6rqytbsGAB7zouLi7M2dmZ2zc1NWVff/01t19fX8+srKzYpEmTWh2/LDT580WIDNXV1TE875Nvcuso/fr147V79erVDmubdF0tfX63hOZZex1oAZDXVEFabas+YMAAFBcXY/369Rg6dCh0dHS4Y3fv3kVlZSXGjRvHO6e2thaDBg3ilQ0ZMkTq2jY2NryRZObm5igqKmrztV8kMDAQ/v7+ePToEQIDA7FgwQLY2dk1Wz8rKwsff/wxr8zV1RVxcXEAAKFQiMLCQgwdOpQ7rqysjMGDB3NTCsgyfkLkKT09nbe/YsUKfPPNN6irq+vQOBjjv8NRVlbWoe0T0hAla68DAQBteQfROpaWljhy5AjGjBmD8ePH4/Tp01yCJZmcMjo6GpaWlrzz1NXVefva2tI33HjhZ4FAwCU7bbn2ixgbG8POzg52dnaIioqCk5MThgwZAkdHxzZdpy1kGT8h8tR4brWvv/4a27Zt6/A4GidrlZUv8U4HITJC76wRhWNtbY2EhAQUFBRg/Pjx3Lsijo6OUFdXx/3797lkSLI1tdBzW7TXtXv06AEvLy8EBQU1W8fBwQHJycm8sitXrnBf6+vrw9TUlLfsjkgkQlpaWrvHT0hHEovFiI2NlSo3Nzfv8Fjef/993n5VVVWHx0CIBPWsEYXUo0cPxMfHY8yYMfDw8MCZM2egp6eHFStWYOnSpRCLxRgxYgSEQiEuX74MPT09+Pn5vXR7urq67XbtxYsXo3///khJSWny8ezixYvh7++PIUOGYPjw4Th06BBu3bqFnj17cnU++eQTBAcHw87ODn379sXOnTvx9OlTCASCdo+fkI7yzTffSA2uAYCTJ09i8eLFCA4O7rBYvvjiC/Ts2RPfffcdMjIyqGeNyBUla0RhvfHGG7yE7ezZs/jyyy9hYmKC4OBg5OTkwMDAAG+++SY+++yzV26vva7t6OiId955B+vWrcOpU6ekjnt5eeHevXtYuXIlqqurMWXKFMyfP583t9OqVatQUFAAX19fKCsrY968efDw8ICysnK7x09IR2k4OruhN998ExcvXuzQWDQ1NfHxxx8jJiaGkjUidwLW+ME8UXhlZWXQ19eHUCiUWievuroaubm5sLW1hYaGhpwiJO1NLBbDwcEB06ZNw5dfftlh7dLPF2lPb7zxBvLz83ll8v6ImjlzJn788Uds27btpSfnJkSipc/vllDPGiGdQF5eHs6dOwc3NzfU1NRg165dyM3NxfTp0+UdGiGvrKioCBs2bJBK1BSBpqYmABpgQOSLkjVCOgElJSWEhYVhxYoVYIyhf//++O233+Dg4CDv0Ah5ZfPmzcMvv/wi7zCapKX1fP4hGmBA5ImSNUI6gR49euDy5cvyDoOQdtF4NLTEsGHDOjgSaZKpb4KDg7Fp0yY5R0NeVzR1ByGEELmqr6+XKtu8eTNOnDghh2j47t69y3197949OUZCXmeUrBFCCJErkUgkVbZ8+XIYGRnJIRq+efPmcV9funRJjpGQ11mnTta+++472NjYQENDAy4uLrh69WqL9aOiotC3b19oaGjAyclJahoFxhjWrVsHc3NzaGpqwt3dHXfu3OHVKSkpgY+PD/T09GBgYICAgABu9ngAyM7OxpgxY2BqagoNDQ307NkTa9as4S2VEhYWBoFAwNtoZB0h5HXVOFnbu3cvVFQU4y0dDw8PeHh4AADv/3pCOlKnTdYiIiKwbNkyrF+/HmlpaXB2doaHhwe31mNjiYmJ8Pb2RkBAANLT0+Hp6QlPT09kZGRwdbZu3Ypvv/0Wu3fvRnJyMrS1teHh4YHq6mqujo+PD27duoWYmBicPHkSFy5c4P3mpaqqCl9fX5w7dw7Z2dnYsWMH9u7di/Xr1/Pi0dPTw6NHj7gtLy9Pxt8hQgjpHBonaw3nD1QEhoaGANDh65MSwpH1ivIdZejQoWzhwoXcvkgkYhYWFiw4OLjJ+tOmTWPvvfcer8zFxYX961//YowxJhaLmZmZGfv666+546WlpUxdXZ399NNPjDHGMjMzGQB27do1rs7p06eZQCBg+fn5zca6dOlSNmLECG4/NDSU6evrt+Fu+YRCIQPAhEKh1LGqqiqWmZnJqqqqXvr6hDSHfr5Ie9DQ0GAAuO3x48fyDoln5syZDADbunWrvEMhnVxLn98t6ZQ9a7W1tUhNTYW7uztXpqSkBHd3dyQlJTV5TlJSEq8+8Lx7W1I/NzcXBQUFvDr6+vpwcXHh6iQlJcHAwIC3ZJC7uzuUlJSaHc109+5dnDlzBm5ubrzy8vJyWFtbo0ePHpg0aRJu3brV7P3W1NSgrKyMtxFCSFdQU1PDe3qRkpICY2NjOUYkTVVVFQD1rBH56ZTJWnFxMUQiEUxNTXnlpqamKCgoaPKcgoKCFutL/nxRne7du/OOq6iowNDQUKrdYcOGQUNDA71798bIkSOxceNG7lifPn2wf/9+/PLLL/jxxx8hFosxbNgwPHz4sMnYg4ODoa+vz220MLdiCwsLg4GBAbe/YcMGDBw4UI4REaK4bt68ydtvuCauoqBkjchbp0zWOoOIiAikpaXh8OHDiI6OxrZt27hjrq6u8PX1xcCBA+Hm5oZjx47BxMQEP/zwQ5PXCgoKglAo5LYHDx501G10uIKCAixevBh2dnbQ0NCAqakphg8fjv/+979SM4inp6dj6tSp3GCO3r17Y+7cubh9+zZSU1MhEAhw5cqVJtsZO3YsPvjgg464JaxYsQKxsbEd0hYhnU1JSQn3dWRkJLp16ybHaJpGyRqRN8UYbtNGxsbGUFZWRmFhIa+8sLAQZmZmTZ5jZmbWYn3Jn4WFhTA3N+fVkfSKmJmZSQ1gqK+vR0lJiVS7kt4vR0dHiEQizJs3D8uXL2/yxVlVVVUMGjSIN59PQ+rq6tzEjF1ZTk4Ohg8fDgMDA2zatAlOTk5QV1fHzZs3sWfPHlhaWmLixIkAgJMnT2LKlCnw8PDAoUOH0KtXLxQVFSEqKgpr165FREQEnJ2dsX//frz99tu8dv7880/ExcXh119/7ZD70tHRgY6OToe0RUhnUlpaisDAQADPf4mdOnWqnCNqGiVrRN46Zc+ampoaBg8ezOutEIvFiI2Nhaura5PnuLq6SvVuxMTEcPVtbW1hZmbGq1NWVobk5GSujqurK0pLS5GamsrVOX/+PMRiMVxcXJqNVywWo66uDmKxuMnjIpEIN2/e5CWJssQYUFEhn60tazAvWLAAKioqSElJwbRp0+Dg4ICePXti0qRJiI6OxoQJEwA8X6Nv1qxZePfdd3HixAm4u7vD1tYWLi4u2LZtG9dDGRAQgIiICKkeubCwMJibm2P8+PFNxpGXl4cJEyagW7du0NbWRr9+/bhpXuLj4yEQCBAdHY0BAwZAQ0MDb7/9Nm9UcWONH4P6+/vD09MT27Ztg7m5OYyMjLBw4ULeB0FNTQ1WrFgBS0tLaGtrw8XFBfHx8a3/ZhLSCWzatAk3btwA8PeyTopIkqw1NXkvIR2hU/asAcCyZcvg5+eHIUOGYOjQodixYwcqKiowa9YsAICvry8sLS0RHBwMAFi8eDHc3NwQEhKC9957D+Hh4UhJScGePXsAAAKBAEuWLMFXX32F3r17w9bWFmvXroWFhQU8PT0BAA4ODhg/fjzmzp2L3bt3o66uDosWLcJHH30ECwsLAMChQ4egqqrK9QqlpKQgKCgIXl5e3D/4jRs34u2334adnR1KS0vx9ddfIy8vD3PmzGmX71VlJSCvjp3yckBb+8X1njx5gnPnzmHTpk3QbuYEgUAAADh79iyKi4uxcuXKJutJ3hfz8fFBYGAgjhw5Al9fXwDP59I7cOAA/P39m50eYOHChaitrcWFCxegra2NzMxMqZ6xwMBAfPPNNzAzM8Nnn32GCRMm4Pbt29zf8YvExcXB3NwccXFxuHv3Lry8vDBw4EDMnTsXALBo0SJkZmYiPDwcFhYW+PnnnzF+/HjcvHkTvXv3blUbhCi6hr/kdIZkjXrWiNy0z+DUjrFz505mZWXF1NTU2NChQ9mVK1e4Y25ubszPz49XPzIyktnb2zM1NTXWr18/Fh0dzTsuFovZ2rVrmampKVNXV2djx45l2dnZvDpPnjxh3t7eTEdHh+np6bFZs2axZ8+eccfDw8PZm2++yXR0dJi2tjZzdHRkmzZt4k11sGTJEi5uU1NT9u6777K0tLRW33dbp+4oL2fseR9Xx2/l5a27pytXrjAA7NixY7xyIyMjpq2tzbS1tdnKlSsZY4xt2bKFAWAlJSUvvO5HH33E3NzcuP3Y2FgGgN25c6fZc5ycnNiGDRuaPBYXF8cAsPDwcK7syZMnTFNTk0VERDDGpKdmWb9+PXN2dub2/fz8mLW1Nauvr+fKpk6dyry8vBhjjOXl5TFlZWWp6WDGjh3LgoKCXnjP7Ymm7iCy9Omnn3LTdXh4eMg7nGZt2LCBAWAff/yxvEMhndzLTt3RaXvWgOe9D4sWLWryWFOPjKZOndriOxECgQAbN27kjdxszNDQEIcPH272uJeXF7y8vJoPGsD27duxffv2FuvIkpbW8x4ueXjVX5avXr0KsVgMHx8f1NTUAHjeO9Zas2fPhoeHB+7du4devXph//79cHNzg52dXbPnfPrpp5g/fz7OnTsHd3d3TJkyBQMGDODVafi43dDQEH369EFWVlar4+rXrx+vZ8/c3JwbFXfz5k2IRCLY29vzzqmpqVGI5XcIaQ9VVVXyDqFZkp615ORkrFu3DqtXr1bonkDS9XTqZI20jkDQukeR8mRnZweBQIDs7GxeuWQYv6amJlcmSWL++OOPZt9RlBg7diysrKwQFhaGwMBAHDt2rNlRtxJz5syBh4cHoqOjce7cOQQHByMkJASffPLJy9xakxo/LhUIBNw7jeXl5VBWVkZqaqrUo1oaqEC6iqdPn+LAgQPcfuN3SxWJ5N9reno60tPToa+vj+XLl8s5KvI66ZQDDEjXY2RkhHHjxmHXrl2oqKhose4777wDY2NjbN26tcnjpaWl3NdKSkqYNWsWDhw4gMOHD0NNTQ0ffvjhC+Pp0aMHPv74Yxw7dgzLly/H3r17eccbTgny9OlT3L59Gw4ODi+8bmsMGjQIIpEIRUVFsLOz423NjXYmpLOZPHkyhEIht6/IPWuN1yml5QFJR6NkjSiM77//HvX19RgyZAgiIiKQlZWF7Oxs/Pjjj/jjjz+4XiZtbW3s27cP0dHRmDhxIn777Tf8+eefSElJwcqVK/Hxxx/zrjtr1izk5+fjs88+g7e3N6+XrilLlizB2bNnkZubi7S0NMTFxUklYhs3bkRsbCwyMjLg7+8PY2NjbiDKq7K3t4ePjw98fX1x7Ngx5Obm4urVqwgODkZ0dLRM2iBE3hISEnj7naFnTUIyoIyQjkLJGlEYvXr1Qnp6Otzd3REUFARnZ2cMGTIEO3fuxIoVK/Dll19ydSdNmoTExESoqqpi+vTp6Nu3L7y9vSEUCvHVV1/xrmtlZQV3d3c8ffoUs2fPfmEcIpEICxcu5Eb/2tvb4/vvv+fV2bx5MxYvXozBgwejoKAAv/76K9TU1GTzjQAQGhoKX19fLF++HH369IGnpyeuXbsGKysrmbVBiCLpqEmqZUGRewFJ1yRgbXlbmyiEsrIy6OvrQygUQk9Pj3esuroaubm5sLW1hYaGhpwi7Lri4+MxZswYPH36lLek1OuCfr6IrEim4gGAKVOm4ODBgy/s9ZaXkJAQrFixgttftmwZQkJC5BgR6axa+vxuCfWsEUIIkatFixYpbKIGgLfQPAA8e/ZMTpGQ1xUla4QQQuTK2tpa3iG0SDJtkETjAUeEtDdK1ghpg9GjR4Mx9lo+AiWkvUjWUlZUjZM1gEaEko5FyRohhJAOVd5olu7GU2MomsaPQQHpeyCkPVGyRgghpEM1nGB63bp1coykdQICAgA8n2RboqkEjpD2oti/zhBCCOlywsLCuK//8Y9/yC+QVhowYACKiopgaGiIvn374u7du5SskQ5FyRohhJAO03i2KHV1dTlF0jYmJiYAwE1ZQ8ka6Uj0GJQQQkiHYIzxHiUCkOlk0h2BkjUiD5SsEUII6RDl5eWIi4vjlVGyRsiLUbJGurz4+HgIBALeAu/tafTo0ViyZEmHtPUybGxssGPHDnmHQV5DT58+lSrrLI9BJShZI/JAyRpRGBs2bIBAIOBtffv2lXdYhBAZKSkpkSrrrD1rTc29Rkh7oQEGRKH069cPv/32G7evqPMv1dbWttuHjEgkgkAggJIS/S5Fug6RSIS5c+dKlSsrK8shmpdHPWtEHujT4HXAGFBRIZ+t0civF1FRUYGZmRm3GRsb844LBALs27cPkydPhpaWFnr37o0TJ07w6pw6dQr29vbQ1NTEmDFj8Oeff76w3fv372PSpEnQ0dGBnp4epk2bhsLCQu74hg0bMHDgQOzbt4+3iHlFRQV8fX2ho6MDc3PzJhd3rqmpwYoVK2BpaQltbW24uLggPj6eOx4WFgYDAwOcOHECjo6OUFdXx/3796WuI3mcGx0djQEDBkBDQwNvv/02MjIyePWOHj2Kfv36QV1dHTY2Ni0uOD179my8//77vLK6ujp0794d//vf/174fSOktW7cuIGUlBSp8s6arB05cgSRkZFyjoa8Ljo0Wbtw4QK3kQ5UWQno6Mhnq6xsU6h37tyBhYUFevbsCR8fnyaTli+++ALTpk3DjRs38O6778LHx4d7vPLgwQN88MEHmDBhAq5fv445c+Zg9erVLbYpFosxadIklJSUICEhATExMcjJyYGXlxev3t27d3H06FEcO3YM169fBwAEBgYiISEBv/zyC86dO4f4+HikpaXxzlu0aBGSkpIQHh6OGzduYOrUqRg/fjzu3LnT4K+oElu2bMG+fftw69YtdO/evdl4AwMDERISgmvXrsHExAQTJkxAXV0dACA1NRXTpk3DRx99hJs3b2LDhg1Yu3Ytb16rhubMmYMzZ87g0aNHXNnJkydRWVkpdf+EvIqysjKpsmXLlsHc3FwO0bw8SbIWFxcHLy+vJv+PIkTmWAcSCARMSUmJKSsrd2SzXY5QKGQAmFAolDpWVVXFMjMzWVVV1d+F5eWMPe/j6vitvLzV93Xq1CkWGRnJfv/9d3bmzBnm6urKrKysWFlZGVcHAFuzZk2DWytnANjp06cZY4wFBQUxR0dH3nVXrVrFALCnT5822e65c+eYsrIyu3//Pld269YtBoBdvXqVMcbY+vXrmaqqKisqKuLqPHv2jKmpqbHIyEiu7MmTJ0xTU5MtXryYMcZYXl4eU1ZWZvn5+bw2x44dy4KCghhjjIWGhjIA7Pr16y1+f+Li4hgAFh4eLtVeREQEY4yx6dOns3HjxvHOCwwM5H1PrK2t2fbt27l9R0dHtmXLFm5/woQJzN/fv8kYmvz5IqQVdu3axQDwts5o0aJFvHs4e/asvEMinUhLn98t6fAXglgbH4sRGdDSAuS1jp2WVqur/vOf/+S+HjBgAFxcXGBtbY3IyEhuuRfJMQltbW3o6emhqKgIAJCVlQUXFxfedV1dXVtsNysrCz169OAtJu3o6AgDAwNkZWXhrbfeAgBYW1tzE2MCwL1791BbW8trz9DQEH369OH2b968CZFIBHt7e16bNTU1MDIy4vbV1NR499WShvcjaS8rK4u7l0mTJvHqDx8+HDt27IBIJGrykdOcOXOwZ88erFy5EoWFhTh9+jTOnz/fqlgIaQ2xWIxFixbJOwyZkPSsSeTm5sopEvI66dBkLTQ0tCObIxICAaCtLe8o2szAwAD29va4e/cur1xVVZW3LxAIIBaL2z0e7Zf4HpaXl0NZWRmpqalSiZKOjg73taamJgQCwSvH+DJ8fX2xevVqJCUlITExEba2thg5cqRcYiFdk+SXqa6gcbLW8BUCQtpLhyZrfn5+Hdkc6eTKy8tx7949zJw5s9XnODg4SA04uHLlygvPefDgAR48eMD1rmVmZqK0tBSOjo7NnterVy+oqqoiOTkZVlZWAJ7PI3X79m24ubkBAAYNGgSRSISioiKZJUBXrlyRas/BwYG7l8uXL/PqX758Gfb29s2+yG1kZARPT0+EhoYiKSkJs2bNkkmchEjk5+dLlTXsWe5MGidrTb2LR4is0WhQojBWrFiBhIQE/Pnnn0hMTMTkyZOhrKwMb2/vVl/j448/xp07dxAYGIjs7GwcPny42ZfrJdzd3eHk5AQfHx+kpaXh6tWr8PX1hZubG4YMGdLseTo6OggICEBgYCDOnz+PjIwM+Pv786bcsLe3h4+PD3x9fXHs2DHk5ubi6tWrCA4ORnR0dKvvq6GNGzciNjaWa8/Y2Bienp4AgOXLlyM2NhZffvklbt++jQMHDmDXrl1YsWJFi9ecM2cODhw4gKysLPqlisjcw4cPefuDBg1CTEyMnKJ5NY2TNaFQKKdIyOuEkjWiMB4+fAhvb2/06dMH06ZNg5GREa5cucJ7T+xFrKyscPToURw/fhzOzs7YvXs3Nm3a1OI5AoEAv/zyC7p164ZRo0bB3d0dPXv2RERExAvb+/rrrzFy5EhMmDAB7u7uGDFiBAYPHsyrExoaCl9fXyxfvhx9+vSBp6cnrl27xvWOtdXmzZuxePFiDB48GAUFBfj111+5Od/efPNNREZGIjw8HP3798e6deuwceNG+Pv7t3hNd3d3mJubw8PDAxYWFi8VFyHNuXr1Kve1iYkJ0tLSMGjQIDlG9PIar7hAPWukIwjYK77xHxAQgIEDB3Kbrq6urGIjzSgrK4O+vj6EQiH09PR4x6qrq5Gbm8ubC4x0DfHx8RgzZgyePn0KAwMDmV67vLwclpaWCA0NxQcffNBsPfr5Ii/jrbfe4uZY69atW5MrGXQW+/bt403uO27cOJw7d06OEZHOpKXP75a88jtroaGh3IvRAoEANjY2XOI2aNAgDBw4EJaWlq/aDCGkHYjFYhQXFyMkJAQGBgaYOHGivEMiXVDDdXklcwJ2VvQYlMjDKydr/v7+SEtLQ2ZmJurr65GTk4OcnBz8/PPPXB0jIyNe79vAgQNbfHGbENIx7t+/D1tbW7zxxhsICwtT2OW9SOdW3mDqoIZT23RGlKwReXjl/5n3798P4Pnjkd9//x0pKSlITU1FamoqMjMzIRKJUFxcjNjYWMTGxgJ43gNXX1//qk0T8loZPXq0zOcptLGxobkPSbt79uwZgOcDC1rzLqgiazx1UFVVlZwiIa8Tmf0araGhARcXF94EoeXl5Thx4gR2796NS5cuwdjYGCoqKigoKJBVs4QQQhSYv78/KioqAABnzpxpcSm1zkAkEvH2aUF30hHadTSojo4Opk+fjoSEBKxZswZlZWX44Ycf8Pjx4/ZslhBCiAJgjOHAgQPcfsOJoDurxslaTU2NnCIhr5MOmbpDIBBg48aN8PLygp+fn8wegX733XewsbHhevUaDg9vSlRUFPr27QsNDQ04OTnh1KlTvOOMMaxbtw7m5ubQ1NSEu7s7b7FtACgpKYGPjw/09PRgYGCAgIAA3vsY2dnZGDNmDExNTaGhoYGePXtizZo1Ui/VvigWQgjp7Gpra3n7mpqacopEdqhnjchDh86zFhgYiNLSUmzfvv2VrxUREYFly5Zh/fr1SEtLg7OzMzw8PJpd1iQxMRHe3t4ICAhAeno6PD094enpiYyMDK7O1q1b8e2332L37t1ITk6GtrY2PDw8eP8YfXx8cOvWLcTExODkyZO4cOEC5s2bxx1XVVWFr68vzp07h+zsbOzYsQN79+7F+vXr2xQLIYR0do2TNXktqSZLTk5OvP2amhp675O0PxkvKP9CqqqqzMHB4ZWvM3ToULZw4UJuXyQSMQsLCxYcHNxk/WnTprH33nuPV+bi4sL+9a9/McYYE4vFzMzMjH399dfc8dLSUqaurs5++uknxhhjmZmZDAC7du0aV+f06dNMIBCw/Pz8ZmNdunQpGzFiRKtjeRGhUMgAMKFQKHWsqqqKZWZmsqqqqlZdi5C2oJ8v0hbFxcUMAAPA+vTpI+9wZCYmJoYlJSVx91ZdXS3vkEgn0dLnd0teuWdt165dSExMRGVl5QvrVlZWor6+Hvfv33+lNmtra5Gamgp3d3euTElJCe7u7khKSmrynKSkJF59APDw8ODq5+bmoqCggFdHX18fLi4uXJ2kpCQYGBjwliByd3eHkpISkpOTm2z37t27OHPmDLdWZGtiaaympgZlZWW8jRBCFF3D97mOHj0qx0hky93dHQMHDuT26VEoaW+vnKx9+umnGDlyJPT19eHo6IgZM2bgP//5D+Lj46WSip07dwIADA0NX6nN4uJiiEQimJqa8spNTU2bHWlaUFDQYn3Jny+q03gkk4qKCgwNDaXaHTZsGDQ0NNC7d2+MHDkSGzdubHUsjQUHB0NfX5/bJIuNE0KIIpM8BtXU1ES/fv3kHI1sNVx2avXq1TTfGmlXr5ysOTg4QElJCSKRCH/88QcOHz6MwMBAjB07Ft26dUOvXr3g4eGBQYMG4bPPPoNAIMDo0aNlELpii4iIQFpaGg4fPozo6Ghs27btpa8VFBQEoVDIbQ8ePJBhpJ1ffHw8BAIBt5mammLKlCnIycnh6tjY2GDHjh3NXuPnn3/G22+/DX19fejq6qJfv35YsmRJR4RPSJclSdYka9d2JQKBgEvYdu/ejbed8oQAACAASURBVKCgIDlHRLqyV55n7datW6iqqsKNGzeQlpaG9PR0pKWlISMjA7W1tcjNzUVubi5X39bWFps3b36lNo2NjaGsrIzCwkJeeWFhIczMzJo8x8zMrMX6kj8LCwthbm7OqyPp7jYzM5MawFBfX4+SkhKpdiW9X46OjhCJRJg3bx6WL18OZWXlF8bSmLq6utTiweS5hqNss7Ozoaurizt37mDevHmYMGECbty4AWVl5RavERsbCy8vL/z73//GxIkTIRAIkJmZiZiYmPYOn5AuTfIYtKv+/6Wurs7dY1pampyjIV2ZTEaDampqwsXFBfPnz8eePXuQkpKC8vJypKenIywsDJ9//jlWrlyJ0NBQZGRkwMLC4pXaU1NTw+DBg7kVEYDnaxzGxsbC1dW1yXNcXV159QEgJiaGq29rawszMzNenbKyMiQnJ3N1XF1dUVpaitTUVK7O+fPnIRaLeZMBNyYWi1FXVwexWNyqWGSOMaC+Qj5bG0dJnTlzBiNGjICBgQGMjIzw/vvv4969ewCAP//8EwKBABEREXBzc4OGhgYOHTrEndu9e3eYm5tj1KhRWLduHTIzM3H37t0Xtvnrr79i+PDhCAwMRJ8+fWBvbw9PT0989913bfs+E0J4JIlMV+xZA/hLT+nq6soxEtLVtdtCgCoqKnB2doazs3O7XH/ZsmXw8/PDkCFDMHToUOzYsQMVFRWYNWsWAMDX1xeWlpYIDg4GACxevBhubm4ICQnBe++9h/DwcKSkpGDPnj0AnndpL1myBF999RV69+4NW1tbrF27FhYWFvD09ATw/JHv+PHjMXfuXOzevRt1dXVYtGgRPvroIy4BPXToEFRVVeHk5AR1dXWkpKQgKCgIXl5e3DIlL4pF5kSVQKScJqOcVg6oaLe6ekVFBZYtW4YBAwagvLwc69atw+TJk3H9+nWuzurVqxESEoJBgwZBQ0MD2dnZUteRzOfUeOqAppiZmeHw4cPIyMhA//79Wx0rIaR5UVFRmDZtGoCum6w17DGkZI20p067arOXlxceP36MdevWoaCgAAMHDsSZM2e4F/fv378PJaW/Ow6HDRuGw4cPY82aNfjss8/Qu3dvHD9+nPfhvHLlSlRUVGDevHkoLS3FiBEjcObMGd5vT4cOHcKiRYswduxYKCkpYcqUKfj222+54yoqKtiyZQtu374Nxhisra2xaNEiLF26tE2xvK6mTJnC29+/fz9MTEyQmZnJzX6+ZMkSfPDBB1ydxsnao0ePsG3bNlhaWrZq0ehPPvkEFy9ehJOTE6ytrfH222/jnXfegY+PT5d9fENIe5MkakDXfQza8LOhK6zOQBSXgDGaza+zKSsrg76+PoRCIfT09HjHqqurkZubC1tb27//I2Hsee+aPChrAW2YCPPOnTtYt24dkpOTUVxcDLFYjIqKCkRHR8PR0RG2tra4dOkShg8fzp0THx+PMWPGQFtbG4wxVFZWwtnZGT/88AP3eNrGxgZLlixpcdDAvXv3EBcXhytXruDo0aOwsrJCUlIStLS0Xv7+u5gmf74IaULDCXCtrKyQl5cnx2jax4gRI3D58mUAwIIFC+jVCfJCLX1+t6TT9qyRNhAI2vQoUp4mTJgAa2tr7N27FxYWFhCLxejfvz/vcaa2dtP3cvHiRejp6aF79+4v9UiiV69e6NWrF+bMmYPPP/8c9vb2iIiI4B6tE0JezqvOramo3nzzTS5Zo5410p46dLkpQlry5MkTZGdnY82aNRg7diwcHBzw9OnTVp9va2uLXr16yeTdERsbG2hpaaGiouKVr0UI6ZqWLVvGfS0ZQEZIe6CeNaIwunXrBiMjI+zZswfm5ua4f/8+Vq9eLbPr5+fn8wYqAID1/7N332FNXW8cwL9JIAwREAdDAVFRqzjAgThpQbEuXHXUiqW2tr9arbNK1Vr3KK1atbWtUmvrKO46qiI4CgVEhqAi7grIEJC9yfv7I+aSsASScBnn8zx5yL335N43AZI3597zHktL7NixA7m5uRg1ahQsLS2Rnp6O77//HkVFRRg+fLjKjs8wTUnPnj0RGRnJdxhq1b59e3h4eGDTpk0KZYQYRtVYzxpTbwiFQhw5cgShoaGwsbHBwoUL8c0336hs/56enrC1tVW4nTt3DsOGDcPjx4/h5uaGrl274u2330ZiYiIuXbpUrQEKDMOU11hHgJaloSHt82DJGqNOrGeNqVecnZ1x9+5dhXXyY2AqGg/j6OhY4Xp5T58+rXL7m2++Wf0gGYZ5Lfn5ogcOHMhjJOolK8lUXFzMcyRMY1anPWvXr1/nbgzDMEzjlZeXBwBYv349zp8/z3M06iNL1ry9vXmOhGnM6rRnzdHRkZu/kX0LYRiGabxkPWtjx46FgYEBz9Goj+w0aHp6Oq5cucJ66Rm1qPNr1ojotaesGIZhmIYrPj6em/9YNptIYyXrWQOAY8eO8RgJ05jVac/ar7/+WpeHYxiGYXggf0qwsdcfk0/WGvvoV4Y/dZqszZo1qy4PxzAMw/BAvj6iqakpj5HULZasMerCSncwDMMwKiU7Bfr111/zG0gdkC/ZkZmZyYrjMmrBkjWGYRhGpZKTkwEAxsbGPEeifvJT4QFgs54waqGS06DFxcX4448/EBAQgIKCArRr1w42NjawtbVF165dFSb0ZRiGYRo3Wc9amzZteI5E/comaxkZGSqZ8o5h5CmdrOXn5+Ott95CcHAwAOloT/nkTFdXFz179oStrS3s7OxgZ2cHGxsbbrgzwyjj66+/xqlTp8pNI8UwDH9kyVpT7Fn78MMPceHCBZ6iYRorpTOm7du3IygoCCKRCDNnzoS+vj6+//57bntOTg6CgoIQFBTErROLxVzBRIZRxpIlSzBv3jy+w2AYRk5TTtYuXrzIUyRMY6b0NWtHjx6FQCDAli1b4OXlhe3btwMATExMcP/+faxbtw6WlpYgIgiFQhBRuT9upp4qKQGuXgUOH5b+LCmp08NX5+9ET08PLVu2rINoGIapjpycHO66raaQrAmF7NJvRv2U/iu7f/8+AGD27NnltnXq1AkrVqxAZGQkJk2ahObNm+P8+fO4fPmysodl1O3ECaB9e+DNN4F335X+bN9eul5NHB0d8dlnn2HBggVo1aoVXFxc8OzZM7i6ukJPTw/6+vqYMmUK960dkJ4G7d27t9piYmqmsLAQ3t7eePHiBd+hMDx49OgRd52atrZ2o6+xBgALFixA586d+Q6DaeSUTtaKi4uhr69fbjoR+eHLenp68Pb2Rt++fTFnzhz07dtX2cMy6nTiBDB5MhAXp7g+Pl66Xo0J22+//QaxWIyAgADs2bMHrq6uSEtLw7Vr1+Dj44PHjx9j6tSpajs+o5zNmzdj6tSpGDVqFN+hMDxYvnw5N82Uqalpkxhc1rp1a8TExMDNzY1bFxISwmNETGOkdLJmYmJSbp2urm654csCgQAbNmxAXFycwjVtTD1TUgJ8/jlQ0ZRgsnULFqjtlKi1tTW2bt2KLl264NmzZ4iKisKhQ4fQp08f2Nvb48CBA7h27Rp7M6yn9u7dCwC4efMmz5EwfJAlagBgYWHBYyR1b8mSJdz9/v378xgJ0xgpnayZm5sjMzMT2dnZ3LpWrVohNzdXoYo1APTr1w+6uro4fvy4sodl1OWff8r3qMkjAmJjpe3UoE+fPtz96OhomJubw9zcnFvXrVs3GBoaIjo6Wi3HZ2quuLgYu3fvRkBAAGJjY/kOh+GR/GlP+f/bpqCxz4HK8EvpZG3QoEEAgNDQUG5dz549AQABAQEVPubRo0fKHpZRl4QE1baroWbNmqllv4x6JCcnY/Dgwfjss88wePBgvsNheKarq8vdb9euHY+R1D2WrDHqpHSy5uLiAiLCuXPnuHVjxowBEeG7775TaOvv74/c3Fw2HUd9Vt15/Opgvr833ngDsbGxCr01d+/eRXp6Orp166b24zOvN3r0aK7GYlkffvhhHUfD8E12hkUkEmHRokU8R1O3yiZrxcXFPEXCNEZKJ2tDhw5FQEAA7O3tuXXvvfcezMzMcO3aNQwfPhxeXl7YunUrJk+eDIFAAAcHB2UPy6jLkCFAu3ZAZRcGCwSAubm0nZo5OzujR48emDFjBsLCwnDjxg24ublh2LBhbJBKPVBUVFTltWn79u1Dfn5+HUbE8E126cv+/fvRunVrnqOpW2WTNfa3z6iS0smaUCiEg4MDJk2axK3T1dXFoUOHoK2tDV9fX3z00Ufw8PBAcnIyNDU1sXbtWmUPy6iLSATs2CG9XzZhky1v3y5tp2YCgQCnT59GixYtMHToUDg7O6NDhw74888/1X5s5vXKXpNakYcPH9ZBJEx9IfubaNGiBc+R1D1tbW2FZZasMaqktmp+Q4cORWhoKKZMmQITExPo6+vjzTffhJ+fHwYMGKCuwzKqMHEicOwY0Lat4vp27aTrJ05Uy2GvXr3KFVWWsbCwwOnTp5GdnY3MzEx4e3srFNr8+uuv2VRTPJEfVFSZe/fu1UEkTH2Rnp4OoGkma2XLlLBZehhVUusEnV27dsWRI0fUeQhGXSZOBFxdpaM+ExKk16gNGVInPWpMw/DJJ58oLFtYWGDHjh3Q09PD2LFjkZ+fj//++4+n6Bg+yHrWDA0NeY6EH/Pnz+dKU7GeNUaV2DwZTOVEIsDREZg+XfqTJWrMK4mJifDx8eGWLS0tERgYiPHjx8PZ2Rmff/45AODUqVNserkmQiKRICMjA0DT7FkDgB07dnA9/6xnjVEllqwxDFNju3btUlh++vQpzMzMuGVZQVR/f38sW7asTmNj+JGVlcWN9G+qPWtA6ew9YWFhPEfCNCYsWWMYpkaICJcuXaqyjZWVFXe/7HWITOMku15NS0urSdcck82L6+7uznMkTGPCkjWGYWqkqKgImZmZVbbp169fHUXD1BdN/Xo1hlEnlqw1UlTR3J4MoyQiQlFR0Wv/vlq1aoUuXbpwy1u2bFF3aAzPmvJIUIZRtwadrO3evRvt27eHtrY27O3tcePGjSrbHz16FF27doW2tjZ69OiB8+fPK2wnInz11VcwNTWFjo4OnJ2d8eDBA4U2aWlpmDFjBvT19WFoaIjZs2crlDC4evUqXF1dYWpqimbNmqF37944ePCgwj72798PgUCgcCtbo6e2NDU1AShOqMwwqpKbm4v8/HykpKS8tq18wdzly5erMyymHmjKNdbkyWbzkb8UgGGUpdbSHer0559/YtGiRdizZw/s7e2xfft2uLi4ICYmBm3atCnX/t9//8X06dOxadMmjBkzBocOHcL48eMRFhYGGxsbAMDWrVvx/fff47fffoOVlRVWrVoFFxcX3L17l0umZsyYgYSEBPj4+KCoqAju7u6YM2cODh06xB2nZ8+eWLZsGYyNjXH27Fm4ubnBwMAAY8aM4eLR19dHTEwMt1y2Rk9tiUQiGBoaIjk5GYC0QLGq9s00XUSE3NxcJCcnIzQ0FLm5uZg4cSIiIiLKTSsnIz+pNwBMmjQJ3t7eELFRxY2SrGetqZ8GtbS0BABuZCzDqIKA6vB8mWzmggEDBmDEiBFK7cve3h79+vXjRqVJJBKYm5tj3rx5FX6Lnzp1KnJycnD27Flu3YABA9C7d2/s2bMHRAQzMzMsXrwYS5YsASD9ZzM2Nsb+/fsxbdo0REdHo1u3bggJCeGmO7pw4QJGjRqFuLg4hdFw8kaPHg1jY2N4eXkBkPasLViwgHtzq6nMzEwYGBggIyMD+vr65bYTERITE2u9f4apjKGhIcaNG4ebN2/i1KlTcHV1rbJ92S8K/v7+GDRokDpDZHjy3XffYfHixXj33XfLnU1oSuLi4mBubg4NDQ0UFhayL8uMgtd9flemTnvWvv76a+4Pd8iQIdi4cSMGDhxY4/0UFhYiNDQUHh4e3DqhUAhnZ2cEBgZW+JjAwMByEwu7uLjg1KlTAIAnT54gMTERzs7O3HYDAwPY29sjMDAQ06ZNQ2BgIAwNDRXmpXR2doZQKERwcDAmTJhQ4bEzMjLwxhtvKKzLzs6GpaUlJBIJ7OzssHHjRnTv3r3CxxcUFKCgoIBbft3F3QKBAKampmjTpg2KioqqbMsw1SWRSODh4cGd3uzcufNrH+Pr6wsnJyduOS0tTW3xMfzZuXMnFi9eDID1rMk+gIuLi5GXlwddXV2eI2Iagzo/DSrryLt+/TqGDBmCt99+W6G3qzpSUlJQUlKiMO0QABgbG1c6vU1iYmKF7RMTE7ntsnVVtSl7ilVDQwNGRkZcm7K8vb0REhKCn376iVvXpUsXeHl5oWfPnsjIyICnpycGDhyIO3fuoF27duX2sWnTJqxZs6bC/VdFJBKxU06MyuzevZurzi4UCtGxY8fXPuatt95SWA4ICMDYsWPVEh/Dn/nz53P3m/o1a3p6ehAIBCAiZGZmsmSNUYk6HWDw5MkTPHnyBP7+/li3bh2GDRsGPz+/ugyhTl25cgXu7u745ZdfFHrNHBwc4Obmht69e2PYsGE4ceIEWrdurZDQyfPw8EBGRgZ3i42NraunwDAc+S9CpqamEIvFNd7Hli1bUFxcrMqwmHqmqfesCYVCrnctPDyc52iYxqJOkzVLS0tYWlpi4MCBWLFiBfz8/Gp1XVWrVq0gEomQlJSksD4pKQkmJiYVPsbExKTK9rKfr2sju3Bfpri4GGlpaeWOe+3aNYwdOxbbtm2Dm5tblc9HU1MTtra2ePjwYYXbtbS0oK+vr3BjmLqWlZXF3ZfNUFAd8r0uAPsAa+yaes8aUDq4YNSoUTxHwjQWSidrgwcPRkRERK0fX5tv52KxGH369IGvry+3TiKRwNfXFw4ODhU+xsHBQaE9APj4+HDtraysYGJiotAmMzMTwcHBXBsHBwekp6cjNDSUa+Pn5weJRAJ7e3tu3dWrVzF69Ghs2bIFc+bMee3zKSkpQVRUFExNTavx7BmGH/fv3+fur1ixotqP27FjBwoLC7kPLk9PTxw7dgzBwcEqj5HhH0vWGEYNSEkCgYA0NDTof//7H6Wmpiq7u2o7cuQIaWlp0f79++nu3bs0Z84cMjQ0pMTERCIimjlzJi1fvpxrHxAQQBoaGuTp6UnR0dG0evVq0tTUpKioKK7N5s2bydDQkE6fPk2RkZHk6upKVlZWlJeXx7UZOXIk2draUnBwMPn7+5O1tTVNnz6d2+7n50e6urrk4eFBCQkJ3E3+tVmzZg1dvHiRHj16RKGhoTRt2jTS1tamO3fuVOu5Z2RkEADKyMio9evHMDVlZGREACg8PLxWj58zZw4BULhJJBIVR8nUNYlEovA79fX15Tsk3sm/Hgwjr7af30r/Jc2dO5c0NDRIKBRSy5Yt6ccff6yzN+CdO3eShYUFicVi6t+/PwUFBXHbhg0bRrNmzVJo7+3tTZ07dyaxWEzdu3enc+fOKWyXSCS0atUqMjY2Ji0tLXJycqKYmBiFNqmpqTR9+nTS09MjfX19cnd3p6ysLG77rFmzyn0gAaBhw4ZxbRYsWMDFbWxsTKNGjaKwsLBqP2+WrDF1LSUlhftbzs7OrtU+Vq5cWe7/ws/PT8WRMnUtNzdX4XcaGhrKd0i8Y8kaU5nafn6rpM7arVu3MG/ePPj7+0MgEKBXr17YtWtXrcpyMK9X2zotDFNbd+7cgY2NDYyMjJCamlqrfaxfvx6rVq0qtz4pKQlt2rRBRkYG3nnnHUybNg0ffPCBsiEzdcTf3x9Dhgzhlm/fvl1pGaKmQr62WnFxMRuVz3Bq+/mtkgEGvXr1wvXr13HgwAGYmJggIiICQ4YMgZubW6UlLRiGaThktf0MDAxqvQ/5WoHyZAnc5s2b4ePjg9mzZ9f6GEzdmzZtGnd/woQJ5WpKNkXr16/n7rOp/xhVUOlo0Pfeew8xMTFYtGgRNDQ0cPDgQXTp0gWenp5suD7DNGA///wzAOWSNfmedtkctoB0QE52djYeP35c+wAZ3sgXOj5x4gSEwgY95bRKfPnll9x9lqwxqqDy/yo9PT14enoiIiICb731FrKysrBs2TL06NEDly5dUvXhGIZRs5KSEuzfvx8AqjWBe2VGjhyJP/74AytWrEB8fDyOHTsGQDrKtHnz5ggLCyt3XBVcpcGomYuLCwDg3Xff5TmS+kMgEHCnPlldTEYV1PYV6I033oCPjw+OHj0KCwsLxMTE4O2338aECRPw5MkTdR2WYRgVS0hI4O7n5OTUej8CgQAzZszA+vXr0bp163KzdcjXGYyPj4eLiwssLS1x8eJFfPfddyxxq6eys7MBsJpiZZWUlABQPE3MMLWl9ummxo0bByMjI8yePRtPnz7FX3/9hYsXL+KLL77A8uXLoa2tre4QGIZRQlxcHHdfmWStrLJTt8mTT+RGjhwJAOjZs6fC3L1M/SBL1vT09HiOpH569OgR3yEwjYDKk7XHjx8jODgYQUFBCA4Oxq1bt1BYWMhtJyLk5+dj3bp1+OOPP/DLL7/gzTffVHUYDMOoABFh2bJl3LL8/7KyzM3Na9S+tqNQGfViyRrDqJ/Sp0F9fHywfv16jB07Fm3atIG1tTXee+897Nq1Czdu3EBBQQGEQiF69eqFuXPn4uDBgzhx4gRsbGzw+PFjDB8+vFaTlDMMo36XL1/G9evXueWvvvpKZfvW0NDAunXrqt1+586dyMvLU9nxGdVgyVrFlixZAoCdHmZUQ+meNRcXFwgEAoXrSQwMDGBvb49BgwZh4MCBGDBgAJo1a6bwuHHjxmHHjh1Yvnw51q5dC0tLS7z//vvKhsMwjArJz+Pp6+uLYcOGqXT/7du3r3bbgIAAbNq0CWvXrlVpDIxyZHPGsmRNUe/evQGotjeaabpUMsDAysoKM2fOxI8//ojIyEikpaXhwoULWLVqFZycnMolagAgFAqxcOFC7N+/H0SE3bt3qyIUhmFUSJasrV+/Hm+99ZbKi3tOmzYNjo6OAIBdu3a9tv26detw9OhRlcbAKEfWs1bR+3xTpqWlBUDaOy0/SIdhakPpGQySk5OrvFC4OgwNDVFSUsJ9Q2OqxmYwYOpCSUkJTExMkJKSgqtXr6q8V60i8pXfqxITE4POnTurORrmdfLy8qCrqwsASE9PV6oOX2Nz5swZjBs3DgBgZ2eH0NBQniNi6gPeZjDYu3cvfHx8lNqHoaEhKxzIMPXM06dPkZKSAm1t7TqbOm7u3Lno1KnTa9tFRETUQTTM68gGfWhoaLAvjmWIxWLuflhYGJ4/f85jNExDp3SytnLlSqWvNfvhhx+wfPlyZUNhGEaFZMU8zc3NFWYcUKddu3bh/v37iIiIwLZt23Ds2LEKy/tcvXq1TuJhqiZL1oyMjKrdK9pUyE6Dyly8eJGnSJjGQCXXrNXkTOqlS5cU6jYB0tEyGzZsUEUoDMOoyLNnzwAAFhYWdXpcgUCAXr16YcGCBZg0aRLy8vIgkUiQm5vLzbm4f/9+NoVdPSBL1lq2bMlzJPWPfM8aUDq/LsPURp1P4jZr1qwajQBjGKbu5eXlcfMb1rQemjoIBALo6OjAw8MDIpEIeXl5iI+P5zusJu/FixcAWLJWkbI9a/fv3+cpEqYxqHHpDi8vLwQFBWHAgAHo169frQ7Kpo1hmPrtwIEDXDIku0i6PhAKhdw0Po6OjmzqOh4REX755RcAQIcOHXiOpv4p27N28+ZNniJhGoMaJ2uxsbHYu3cv9u3bx617+fIl3n//fdjZ2cHW1ha9e/dG8+bNyz2WiJCRkQENDbXPcsUwjBJkF/B/+umnmDBhAs/RVOzp06d8h9CkhYSEwNfXFwCwcOFCnqOpf8r2rEVERKCgoKDceoapjhpnTU5OTnj06BGCg4Px4MEDCAQCFBQU4MCBA/j9998BSE9ZdOjQAba2tlzy1rZtWxw7dgz5+fmwsrJS+RNhGEZ1IiMjAQCDBw/mOZLyli5dim+++YbvMJq8mJgYAMCQIUO4ArBMqbI9a4WFhbh16xb69+/PU0RMQ1bjZG3w4MHcG/jLly/RsmVL6Onp4Z133kF4eDju3LmDoqIiPHz4EA8fPsSxY8cUHi8QCOrtN3WGYYDffvsN//77LwDp5On1zZIlS7hkbf369fjf//7HrpnigewarG7duvEcSf0kX0C6X79+CAkJYckaU2tKnY9s0aIFAOk0I7LTokVFRbh9+zbCw8MRHh6OsLAwREZGIicnBzo6OpgyZUqN5gNkGKZuyZfiqY+FZ2XvOwCwatUqhIeH4/jx4zxG1HRkZ2fjm2++waRJk7hkzdramueo6if5ZK13794ICQnBgwcPeIyIaciUvnjswYMHCqNcNDU1udOf8l6+fAlDQ0NWi4dh6rn27dtz14PVVX21mtDU1ISenh43zdG5c+d4jqjpWLduHbZu3Yq1a9dypz7rY0JfH5iZmWHu3LnQ0dGBpaUlALBkjak1pZO1jh07omPHjq9tJ/9tmGGY+mn9+vVconbp0iV+g6mCkZERl6xVVDSXUY9bt25x9x8+fAiA9axVRTbfrWw+27S0ND7DYRqwGtVZc3FxgYeHB86ePauueBiG4dGqVau4+/X5OjD5Qr0ZGRn4888/eYym6ZAf5S9Lllu1asVXOA2Gjo4OAGn9QoapjRr1rPn4+ODy5cvo0qULxowZAwBwdXXlTnva2trWebVzhmFUo2z9QyMjI54ieT17e3v4+/tzy9OmTYNAIMCUKVN4jKrx09PTK7dONpE7UzmWrDHKqlGy5uHhgYiICIU/uDNnzij0tLVo0QK9e/dG7969uQSua9euEArrfLIEhmFqICcnR2G5PidrM2fOxLfffquw7uDBgyxZU7OK6mey09Cvx5I1Rlk1StYqmr9z0aJFiIiIQEREBNLS0pCWlgY/Pz9cuXKFa6OtrY0ePXoo1F1jw5cZpn7JyMhQWK7og7m+6NWrFwICAjBo0CBuHfsgVL+yPWva2trs9ndlywAAIABJREFUi3g1yJK1R48e4d69e+jatSvPETENjdIDDDw9Pbn7z54940p2hIeHIyIiArGxscjLy8ONGzcQEhICQFprjU3CzDD1i/xE01paWvV+5La9vb3Ccn5+Pk+RNB2yqb5k2GtePfK9jxMmTEB0dDSP0TANkUrnfbKwsICFhQVcXV25dWlpaQoJXFhYGBu+zDD1kHzP2u3bt3mMpHpEIhFGjx7Nle5gI+3Ur7CwkO8QGiRZzxpQOvMDw9SE2ifpNDIygpOTE5ycnLh17HQFw9Q/d+/eBSCdtaBTp048R1M98r1/KSkpPEbSNMj3vjLVJ5+ssbmxmdpQ+mKD+/fvw9vbu0aTKsv/4TIMw7/ExETMnj0bQP2+Vq0s+eulUlJSyo1oZVTn5cuX8PLy4juMBkn+M6+oqAjXrl3jMRqmIVI6Wfvtt98wffp0rFmzpsLt586dw549e/DPP/8oeyiGYdTkgw8+4O5PmzaNx0hqRr5nraSkpNwgCUZ1/vrrL75DaLDKdlA4OjryEwjTYCmdrMm+Ibi5uZXbNnXqVIwbNw5z586Fo6MjhgwZotJTFbt370b79u2hra0Ne3t73Lhxo8r2R48eRdeuXbnRqefPn1fYTkT46quvYGpqCh0dHTg7O5e7vi4tLQ0zZsyAvr4+DA0NMXv2bK44JABcvXoVrq6uMDU1RbNmzdC7d28cPHiwxrEwTF36+++/ufuffPIJj5HUzNy5cxWWO3bsiKysLJ6iadzYqM/aY6c+GWUp/d/333//AQD69OmjsD4gIABHjx4FEaFVq1YQi8UICAhQGHygjD///BOLFi3C6tWrERYWhl69esHFxQXJyckVtv/3338xffp0zJ49G+Hh4Rg/fjzGjx+vcCH11q1b8f3332PPnj0IDg5Gs2bN4OLiojDiacaMGbhz5w58fHxw9uxZXL9+HXPmzFE4Ts+ePXH8+HFERkbC3d0dbm5uCrXoqhMLw9SVpKQkbtLp+fPnN6gPluHDh+P+/fswMzMDIP0ytXfvXp6japzkkzUtLS0AgIGBAV/hNCj1fWQ10wCQkrS0tMjAwKDc+jlz5pBAIKCxY8eSRCKh58+fU7du3UgoFNKhQ4eUPSz179+f5s6dyy2XlJSQmZkZbdq0qcL2U6ZModGjRyuss7e3p48//piIiCQSCZmYmNA333zDbU9PTyctLS06fPgwERHdvXuXAFBISAjX5u+//yaBQEDx8fGVxjpq1Chyd3evdiyvk5GRQQAoIyOjWu0ZpjJRUVEEgLsVFBTwHVKt9OvXj3sOGzZs4DucRmn//v3ca7xixQr6/vvv6cGDB3yH1WBcvHhR4X+tpKSE75AYHtT281vpnjVNTU0UFRWVW3/u3DkIBAJs2rQJAoEApqam2LhxI4gIhw4dUuqYhYWFCA0NhbOzM7dOKBTC2dkZgYGBFT4mMDBQoT0gnetU1v7JkydITExUaGNgYAB7e3uuTWBgIAwNDdG3b1+ujbOzM4RCIYKDgyuNNyMjQ6Ea/OtiYZi6EhoaqrAsFot5ikQ58oMiGlLPYEMif3pZIpFg3rx5DWbUcH3QokULhWU2epmpCaWTNQsLC+Tn5yMhIYFbFxkZiefPn8Pa2hrdu3fn1r/99tsQCAQICwtT6pgpKSkoKSmBsbGxwnpjY2MkJiZW+JjExMQq28t+vq5NmzZtFLZraGjAyMio0uN6e3sjJCQE7u7u1Y6lrIKCAmRmZircGEYVXrx4wXcIKiE/PyWxEaFqIZ+ssfJLNWdtba2wXNn7PcNUROlkbejQoQCAP/74g1u3b98+AMBbb72l0FYsFqNFixZITU1V9rANwpUrV+Du7o5ffvlFIWmtqU2bNsHAwIC7mZubqzBKpil7/Pgx3yGoROvWrbn7bESoesgnaw2pvEt9YWhoiBMnTnDL8h0cDPM6Sidrn376KYRCIVavXo2NGzdi7dq1+OGHHyAQCDBp0qRy7bOzsxW+BddGq1atIBKJkJSUpLA+KSkJJiYmFT7GxMSkyvayn69rU3YAQ3FxMdLS0sod99q1axg7diy2bdtWbqTs62Ipy8PDAxkZGdwtNja2wnYMUxPp6en48ccf+Q5DJQYMGMDdT09P5zGSxkv+dV28eDGPkTRcEyZMgIuLCwCWrDE1o3Sy1qNHD2zYsAH5+flYtWoV1qxZg5KSEtjb2yvMWgAADx8+RGFhYblTiTUlFovRp08f+Pr6cuskEgl8fX3h4OBQ4WMcHBwU2gOAj48P197KygomJiYKbTIzMxEcHMy1cXBwQHp6usJ1Pn5+fpBIJArzFF69ehWjR4/Gli1bFEaKVjeWsrS0tKCvr69wYxhl3blzh+8QVOaDDz7galmV/SLEqEZAQAAA4NChQ2wUqBLatm0LAOxLN1MzqhrhcP78eRo/fjzZ2tqSm5sbJSQklGvz/fffk0AgoDFjxih9vCNHjpCWlhbt37+f7t69S3PmzCFDQ0NKTEwkIqKZM2fS8uXLufYBAQGkoaFBnp6eFB0dTatXryZNTU2Kiori2mzevJkMDQ3p9OnTFBkZSa6urmRlZUV5eXlcm5EjR5KtrS0FBweTv78/WVtb0/Tp07ntfn5+pKurSx4eHpSQkMDdUlNTaxRLVdhoUEYV/vrrL4XRae+++y7fISnln3/+4Z6Lt7c33+E0KiUlJSQQCAgAxcXF8R1Og7Zx40YCQG5ubnyHwvCgtp/fKkvWqsPW1paEQmGl5TVqaufOnWRhYUFisZj69+9PQUFB3LZhw4bRrFmzFNp7e3tT586dSSwWU/fu3encuXMK2yUSCa1atYqMjY1JS0uLnJycKCYmRqFNamoqTZ8+nfT09EhfX5/c3d0pKyuL2z5r1iyFD0DZbdiwYTWKpSosWWOUkZKSQn379qWOHTsSABoxYgQFBgYqfClpiIqLixX+5xjVkb3nAKDc3Fy+w2nQvL29CQA5ODjwHQrDg9p+fguI6mboVGFhIX799VeEh4dj/vz56NatW10ctlHKzMyEgYEBMjIy2ClRpsY8PT2xdOlSbnnKlCn4888/eYxIdcpOP8Wq7qtGfHw82rVrB5FIhKKiIlbkVQk3btyAvb09zM3N8ezZM77DYepYbT+/66wgkVgsxscff1xXh2MYphJl65A11mtnMjIyytW2YmpHNhK0efPmLFFTkuya7eTkZBARez2ZalHp187nz5+zi3sZpp6Tnz4NAJYvX85TJKp39OhR7n5TKRFUF+STNUY5smStoKCAjQhlqk3pZI2IsHHjRq7+l5mZGfT19TF48GDMmzcPv/76KyIiIlBcXKyKeBmGUcLjx4/h4eEBAJg8eTJycnIwbtw4nqNSncmTJ8PCwgIAS9ZU6erVqwAAPT09fgNpBORLVy1atIjHSJiGROnToD/++CNWrlypsC47Oxv//vuvwvRJmpqa6N69O+zs7GBnZ4f//e9/yh6aYZgaGjNmDHff1tZW6ZqH9VHLli3x7NkzXLx4Eba2tg12Cq365IsvvgAAREdH8xxJ43Lu3Dm+Q2AaCKV71n766ScAwJAhQ3Djxg08evQIFy5cwObNm/HOO++gY8eOAKQDDMLDw7Fv3z589tlnyh6WYZgaSk5OVviwlZ+vtjGR9aytXr0au3bt4jkahilP1qM2fPhwniNhGgqle9YePXoEgUCAw4cPw8zMDIC0wOyIESO4NllZWYiIiEBYWBhCQ0MRERGh7GEZhqmhFStWKCw31mnL5OfdjYqK4jGSxkF++q758+fzGEnj0atXLwDAyZMnkZ6eDkNDQ54jYuo7pXvWDAwMYGhoyCVqFWnevDmGDBmCzz//HAcOHEBkZKSyh2UYpobu3bunsKzMfLX1mXxCERYWhlOnTvEYTcP333//AZCOIt6+fTvP0TQO8pcflP0SxTAVUTpZ69+/P7KyslBQUKCKeBiGURP5yc6B0tOFjU337t3x888/AwAiIyMxYcIEnDlzhueoGi5ZstarVy9WZkJF5JO1sl+iGKYiSidrc+bMQXFxMfv2yjD1FBFh1qxZOHnyJLfu8uXLjbpgbNkSE4cOHeIpkobv9u3bAID27dvzG0gjIp+ssQEwTHUo/W799ttvY+rUqVi8eDHi4uJUERPDMCp0//59HDhwgFs+efIknJyceIxI/cqWmDhy5IjCtVdM9RARvvzySwCN9xpHPsgna5qamjxGwjQUSidrEydORMeOHVFYWAhbW1ucPHkSdTSDFcMw1SCfqIlEItjY2PAYTd1o1qxZuXWy+nLVkZaWhoCAgCb/XiZfQHn06NE8RtK4sGSNqSml5wYVCoXlrmNo06YNxowZg/79+8POzg49e/Zkf5AqxOYGZaorOTlZYXTkvXv30KVLFx4jqhshISHo37+/wrqWLVsiJSWlWo83NzdHXFwcTp06BVdXV3WE2CAkJSXBxMQEAoEAxcXFjfrUeV26e/cuN8Bn2rRpOHz4MM8RMXWFt7lB58+fj4iICNy6dYs7zZCUlAQvLy94eXkBkH5z6NatG/r06cMVxbW3t1f20AzDVOHx48dcnUOZppCoARX3rNVkqiTZJR0nT55s0sma7D29efPmLFFTIfnBPmzQBlMdSidr8kO5nzx5gvDwcERERHA/4+PjUVhYyCV0Xl5e3Lc0hmHU5+DBgwrLU6ZM4SmSulfRtEgSiaTG+xEKhSguLoaGRulbpUQiaTKJS2ZmJgBpiSZGdVq3bo3p06fj8OHDyM3N5TscpgFQ6TuOlZUVJk6ciLVr1+LMmTOIjY1FcnIyLl68iC1btmDq1Kno3LmzKg/JMEwlyl560JSq+cvXfZw9ezYAIDY2FoWFhTXaz6+//gpDQ0OukPehQ4dgYGCACxcuqC7YekyWrLHLLVRv1KhRAMAGvjDVovavh61atcLw4cOxdOlSHDp0CNHR0cjKylL3YRmmyUtISFBYLltnrTHT0NDAuXPn4OLigrVr10JHRwdEhHnz5uH333+v0b5ycnKwZMkSFBcXY8aMGcjOzsb48ePVFHn98scffwBgp+rUQfaFwt/fHy9fvuQ5Gqa+U3qAgbzY2Fg8e/YMurq66NixI/s2piZsgAHzOvn5+XB1dcWlS5cAAMuWLcPmzZt5joo/NjY2uHPnDrf833//lS8KXFIC/PMPkJAAwbvvltuHtrY2NzpSU1Ozxr10DU1eXh43arF58+ZcLxujGhKJBMbGxkhJSUFQUBC7jruJ4G2AAQDExMTggw8+QFBQELeOXZfGMPyQSCQYNGgQwsLCAAA//fQTdyqwqbKyslJI1vr06YMXL15IF0pKgHXrgO++A7KykFfJPuTLWFRrdLtc8gdTU2DIEEAkUuJZ1J3o6Ghs2rSJW966dSuP0TROQqEQVlZWSElJQVJSEt/hMPWc0slaQkIChg4dipSUFBARlzGWlZaWht9//x29evWCo6OjsodlGKYSISEhXKIGAH379oWogSQJ6tKhQweFZa6Ex4kTwKxZQHY2ACAAwOBq7E9TUxNxcXHw8/PDtGnTFKvQFxYCn3wCHD3K7RcA0KoV8N57gKtrvU/cunXrxt2fMmUKPvnkEx6jabxMTEwAgCVrzGspfc3apk2b8OLFC3Tr1g0xMTF4+fKlQl0nGSMjI/z1119wcnLCrVu3lD0swzCVuHnzpsIyqzwv7Vkr58QJYNIkJGZnQ3aCz72a+9PQ0ECfPn0wa9Ys7N+/HwBQVFQEV2trbNDWBn79VTFRA4CUFGD7duDNN4H27aXHbwB69uzJdwiNluyzctGiRWyOUKZKSidrf//9NwQCAfbs2QNra+sq27q5uYGI2KTKDKMmqamp+Oyzz7hlIyMjtGrViseI6oe33noLenp63HuUlpYW8j/8EH8AaA9gCIBLAB5Uc3+pqalITk4GAFy/fh0AcGryZPz18CFWyl0GXOlQqvh4YPLkBpGwyXp/GNWTJWvZ2dl44403eI6Gqc+UTtZiY2OhqamJQYMGvbbtm2++CQDcRc8Mw6jWvn37uPuTJk1CSEgIG8kHae9Qeno6/vnnHwBAQUEBdF6+xEwABQAiAbhU8ti+AIz09GBubo5jx46V225iYgIUFuKF3JfQZwBWANAH8H1FOyWS3hYskF7bVo+UvdaYJfvqU9FZKIapiNLXrOno6KCkmm82FhYW0NLSwoMH1f3+yjBMTciXxenTp0+5a7UalZwc4OlT6e35c+lpxpQU4MULIDUVyM4FMvOB3HwgLx+iwiK0IRGeoyUkEIIgRBHEyIc2sqGJLIiQBjGeoxmeQgsPUIw7yEULZOHyt7tg4NwX2tr55cL46aef4NmuHfLketQs5bZ/DmA+gOsAfACshtwbb2wsMG8eMG4cEBAgXefoKL3xdE1benq6wjJL1tSH9Voy1aV0stahQwdEREQgOTkZbdq0eW37Zs2asZoyDKMmiYmJ3P1GUc+QCEhKAqKiSm937wJPnkiTstcRATAB0AZAS0DQEjBtCcAAgK7cTRvS8wyCVzchgHzprSRfgLyksUjb3QLP0sxwePwU3ErqgqvxFohIyEB29j0IF+6HDTQAVD4Cftirn6YAPpXf8OOP0pvM+vVA8+bAvn3AO+9U51VSqbS0NIVlIyOjOo+hqWA9a0x1KZ2sDR8+HBEREfj999+xePHiKtvm5ubi5cuX0NLSUvawDMOUkZeXh71793LLDbJcR24ucPMmEBgovQUFSZO1ShkAsALQDtBrDnQqAHXIRH67l5C0S4S2cSJEGrU8zagtvYlA0EMO9JADC8RhAG5g2qsmJAFeJrXA7Uc2uPjgK+jct8DN2ChIyAfSk6vl7UaZZK0iWVnAlCnA4sWAp2ft4q+l1NRUhWVTU9M6PX5TwpI1prqUTtbmzp2L7du3Y/PmzRg3blyVgwz8/PxARGjbtq2yh2UYRs6tW7fQu3dvbvn8+fPlJnGvl4qLgRs3AB8f6S04WLpOnkAIiDsBBTYAegCwAdARMCbA5gYKegWgoEMQ9Fs8lDYHoCP38My85niQaI1nqRaILTJHrNAECRqGKNQUQ0MsQq6OAOHaJSjWKIBEV4LuzTTRTqyJZE1CGw2gw4t0WKckolPifbTNfgJD0XPoGKVB0I4gaAYYmb7EUNN/MHTwP9gAoCBHjLAoO5wM34DjEcDj7N8wB/e5eO4CeA5AE8BVAJNQxcXD334LCATAN98o/1pXk6wenZ6eHvz8/GBoaFhnx25q2ClmprqUTtbMzc3h6emJ+fPnw9nZGbt3766wXWpqKhYvXgyBQIDBg6tTyYhhmOpatWqVwnK9roaelgacPQucOgX4+gJlK+M3NwW0HYA0B6DEASBboEAX0MlAkaMPsgZfgsDMBy3ETwEAWq9uABAd3xXBj+wRldATibrdUGTRHRY922HAKAGGdAHa6ALH/vwTwe7u2JKXBxEAQmmyZAvgckUxX7kCieM3SABwKTkZ78yfD5u4ZphaIMGIgqforBONZm2TIOgEaDUrhMOAIDgMCMIWCRB3vx3OB81FVIg+bqR/BwkKsBnAzle7PgHgFoA1AKYCWAtAYQZlT09ARwdYvVrxOjY1FN2NiorCRx99BABwcHBAv379lNofU7WyiXB8fDzMzMzYoCCmHJVNN7Vz504sXLgQ8rvbunUrtLW18fDhQxw8eBApKSkQiUQICgpCnz59VHHYJolNN8WU9c477yiMVFThLHKqkZgInDwpLVVx9api75l+C6CtM5AxHHjuDGkxDemHleSNJKRMOo28N07AFH4Qo4h7WGGxJgIfOOBqtCPCkxxQZN4fQwcbYeQgoHt3QKOqr6ILF0prnr3SAcATAIsBlDvpaGQEJCdziVBGRkb53iaRCAYdOsDZzAKfNC+CvdE96HVJhqB9aRMqAp5HmCMwbAx+flgI3+e/QgIJlgMoOxHYcgCbyqxDy5bAzz8DEydKX8fPPwfi4kq3t2sH7Ngh3V4L+fn50NEp7ZO0tLTE06dPa7UvpvrKJmYLFy7Ed999x1M0jLrV9vNbpXOD+vv7Y+HChQgNDZXuXO6PUHaYb7/9FgsXLlTVIZsklqwx8u7fv4958+ZxJXEuXLgAF5fKClHUodxc4PRp4MAB4NIlQCIp3da1B2A6AXg0GnjWB9KRAAA0gGKXl4h19UZxmz/QMScAQpS+Rd173gUXbo2Eb/Rw5LQahtEj9ODsBPToAQhrUojo6lVpcdpXbgK4B2nPVrmJpNasAb76ilssKSmBRiWZYD8AAwBsBZDZvDnO2lhhaIdcWHV/ApFl6bVzkjQB4q/Z4MbD8biYFoVfnp0qt6/nkA5GKGfKFOnsCJW9da9eDXTpUmlvW0ZGBpydnTF58mQsW7YMAPD06VPs2rUL3377Ldfuiy++wJYtWyo+BqMyFfWi1bsvW4zK1ItkTSYgIABnzpxBZGQkkpKSIBKJ0KNHD8yZM6d+n55pIFiyxshU1MuTlpaGFi1a8BMQkfS6s19+kSYU8iNS+/YHOkwG/psA3OgELgfTBiRvF+HJhAtIbXsAvZL+ghaVTpJ+41E/nLw5ARejJ8C6T1eMHweMHAko9RRLSgBLS2lx2qq0bCkd4FAm4ZF9wP7444/w9fVF5oMHeHLrFgIAtC6zizAA/QG819MYi/rqo3vfRxAZvEpcJUBxuCZeBDhif8FAbHz0C7KzngMAIgD0BJADQK+2z7OC3rZ169bhq1fJp+ztv6KEITMzE82bN6/tkZlqYsla08JbsrZx40b07dsXI0aMUGY3TA2wZI2RiYyMRK9evbjltWvXlrt+rU7k5ACHDwM//ACEh5eub98eGOUGZL8HnLIG5C9PcwRS3J4gpttP6BLnhVYFpaU4Ip/1wIF/3PDXrSmwG2yBd98FXFwAlQ4kfzXdVJWOH6/wtOLSpUsRFRWFs2fPlvaynTgBvPsuUFCg0FYCrt8QACAWAcsdumOOYyravlFaagXJQIGfCSL+m4bFwiSMjDgM2W8yHEBvlHcQQB6AD6t+FsD77wM//QSIxfDw8MDmzdITr1UlayxhqBv3799Hly5dFNax177xqvXnNylJIBCQmZmZsrupsV27dpGlpSVpaWlR//79KTg4uMr23t7e1KVLF9LS0iIbGxs6d+6cwnaJREKrVq0iExMT0tbWJicnJ7p//75Cm9TUVHr33XepefPmZGBgQB988AFlZWVx2/Py8mjWrFlkY2NDIpGIXF1dy8Vx5coVgrRPQeGWkJBQ7eeekZFBACgjI6Paj2EaJ09PT4W/I29v77oN4NEjogULiAwMZDX5ibS0iNxmEW24TuRcQgQqvXUkKllfQuHh5ynwyhgqOSggOgiig6CE3cbkOWMR9bKMoBEjiA4cIMrMVHP8x48TtWxZGrvs1rKldFtNFRcTDRxYbn+bK/ifB0BvmNrQcbdBlP+zmHsdaD9I8j8hveg7jD63n0sQa9E4gBIBuiu3z5dy+3ksrSLCbSss+3wA+kEgoD9GjaJly5Zxj5OpKDambuTm5rLXvgmp7ee3SpI1U1PTare/ePEixcbGKnXMI0eOkFgsJi8vL7pz5w599NFHZGhoSElJSRW2DwgIIJFIRFu3bqW7d+/SypUrSVNTk6Kiorg2mzdvJgMDAzp16hTdunWLxo0bR1ZWVpSXl8e1GTlyJPXq1YuCgoLon3/+oU6dOtH06dO57dnZ2fTJJ5/Qzz//TC4uLlUmazExMZSQkMDdSkpKqv38WbLGyJR9k7969WrdHDgsjGjqVCKhsDQh6NCBaOM3RN+kEHWk0gRNQERjiPL+zqbr0d/Tf6c7lCYmB0EXlw8n1z4nybxdEa1aRfT0ad08BU5xMdHly0QrV0pvly9L1ynj8GGFRMlT7neUCNAVgDrLrdMRd6ZPh86gJ2stFF4b2gTKdzGnvQ6fkq5xOwJA91/t80qZ3/3nAN0EqA9AumUSu//k2i3t1Im7HxMTQwUFBSxZ41FJSQl77ZuQBpOsmZiYkEgkUuqY/fv3p7lz53LLJSUlZGZmRps2baqw/ZQpU2j06NEK6+zt7enjjz8mImmvmomJCX3zzTfc9vT0dNLS0qLDhw8TEdHdu3cJAIWEhHBt/v77bxIIBBQfH1/umLNmzaoyWXv58mUNnrEilqwxRET5+fnl3uTT0tLUd0CJhMjXl2jECMVeGxcXIu/zROtLiIypNEkzIqIviFJjkunyra8o9agRl4Sk/WxI385YSNYmMTRqFNHp00RFReoLnRdHjnCv0Tb5D2K527FySZI59bFaSKc+Gk1FXqLSpG0vqNhdh64MH0uebS0pAaDtlfTWyW7vAHQQoHMAhcmt/6xMu7i4OJas8axr167stW8iavv5XeOJ3L28vDBnzhx4eXkhKiqqpg8HpH+JtXocABQWFiI0NBTOzs7cOqFQCGdnZwQGBlb4mMDAQIX2AODi4sK1f/LkCRITExXaGBgYwN7enmsTGBgIQ0ND9O3bl2vj7OwMoVCI4ODgGj+P3r17w9TUFMOHD0eAbE5AhqmBe/fulVuntoEFV64AgwcDTk7SkZ1CITB9OnA1HLC7AMx+G1gpBJIAWAD4HngR/QQBkz+DdrglnG6vhVFhGh4mdsQnXj+i09J4PDL4Dmevdca5c9KpMasstdEQyVWn166kySRI66oBwFAAQCxCn2zD+F+C0PqzJVj5+5d48bwVoAOInPPg+P4ZLJr/DBkf2OBoL4sqD38CwAwAowE8lFufU6adj4+PwnKvXr1w8eLFqp8bo1IbN27kOwSmnqvx22NsbCz27t2Lffv2cetevnyJ999/H3Z2drC1tUXv3r0rHEVERMjIyKh02Ht1pKSkoKSkpNw0HcbGxhV+eAHS+RIrai+bR1H283Vtys59qqGhASMjI4X5GF/H1NQUe/bsQd++fVFQUIC9e/fC0dERwcHBsLOzq/AxBQUFKJC7aDmzbBFRpskpKipSmLEAAAYNGqT6A/37L7BqFeDnJ13W1gY++ACYsxhc9tPFAAAgAElEQVQ41QEYh9JBA90BLAMSx/6HxzEb0M/3VwwiaT21m4/7YMuZZQiKn4hP54rwwFtavqxRS0jg7r4H6TRTwytothLAEgBpANpxa1ORnrsFGy7oYcOFKRjRrSe+djoCe7tgCNsRurS7DX8n4MXD1tgRYordfg+QnpunsF/5SbamyN3PLnN8d3d37v4HH3yAvXv3sqKsdczCourEm2FqnDU5OTnh0aNHCA4OxoMHDyAQCFBQUIADBw7g999/ByAdWdShQwfY2tpyyVvbtm1x7Ngx5Ofnw8rKSuVPpKHo0qWLwsifgQMH4tGjR9i2bRv3+pW1adMmrFmzpq5CZBqAsvPwdurUCWfOnFHdASIigBUrgPPnpcuamsDHHwMLvgSOmQJvQZpdANL6EmuBdKc4REdvRJ+/98KEpMVrL0UNx6a/PBBX6AgPDwEOvgeIxaoLs16Tm1NTD0Bl5yFk02O1BZAB6cwGK7mt2QC8cOkucOluVxjpfIF1AzIwfcARtOiWjtadXmB9pxdYM1kIn3B77LzWGRcj41AiCYR0JvryjlYSh7GxscKXcKbu2NnZYcWKFdiwYQMAaccGS5gZeTVO1gYPHsxNF/Xy5Uu0bNkSenp6eOeddxAeHo47d+6gqKgIDx8+xMOHDxWqqgPSRG7ChAm1DrhVq1YQiURIKjO5c1JSEkxMTCp8jImJSZXtZT+TkpIUJi1OSkriei9MTEyQnJyssI/i4mKkpaVVetzq6t+/P/z9/Svd7uHhgUWLFnHLmZmZMDc3V+qYTMO2c+dOheUHDx6oZscJCdIkbf9+6VVVIhHg7g4sXwn4WgKDID3VCQBdAawB8sYk4e7dDbA5+xMcJNL6aJdvO2H18TV4KRqEFSuAqVMb4WnO1xkyRFrnLD4elRawLUMfQOWzK99DWt49zL0CLL7SEV+2Wwj3XofRbvA9iCwkGNk/GCP7ByP5ZWv8FvAJfvvHBnfingDwBXAD0iIiTH0kEAjwxRdfcMlaQUEBtLUrO3nONEU1vmZNnuz6GD09Pezbtw9hYWHIzs5GaGgo9u7di7lz52LAgAHQ1dUFEUFbWxtubm5Yt25drY8pFovRp08f+Pr6cuskEgl8fX3h4OBQ4WMcHBwU2gPS6zRk7a2srGBiYqLQJjMzE8HBwVwbBwcHpKenc7MzANKJ6SUSidKFfiMiIhSSxLK0tLSgr6+vcGOarrLXfMpqZiklNxdYtw6wtgZ+/VWaXEybBty7B0z5BRhvCXwMaaLWEcABQBKRi7BuG1BythP63N8JLUkhrkUPxbB1V7Ho7GUsWD8IUVHAjBlNMFEDpInujh3S+2V7SWTLFfwvy39EV9ZXmo9H+CpuNezOpeLwd9uQ+6Uj8DeATKBNixdYOmY7bm/5EIFrLmOaw3xoiB4D2A7AAbKpvJj6RVdXl7ufk1P2ykKmyVN2ZMPDhw/p/Pnzr22XlpZGEolE2cMRkbR0h5aWFu3fv5/u3r1Lc+bMIUNDQ0pMTCQiopkzZ9Ly5cu59gEBAaShoUGenp4UHR1Nq1evrrB0h6GhIZ0+fZoiIyPJ1dW1wtIdtra2FBwcTP7+/mRtba1QuoOI6M6dOxQeHk5jx44lR0dHCg8Pp/DwcG77tm3b6NSpU/TgwQOKioqizz//nIRCIV2+fLnaz5+NBm3aRowYobqRYxIJ0aFDRO3alY5SdHAgCgwkukNEo6h0dGcLItpBRPnF9PChFyWeaMuNVryxti+91f0ydeggoYMHiWpQiabxO35c8fUFiMzNpeuLi4muXCEaOZLblg+QI0DLXi2jzO0IQKMBGiu3rjO6kF9rLyKRM5EdiBaAJL+VlgCJ22lGX7qupxbNUgmIIWABAYYK+zU2Nub7lWryxGIxAaBnz57xHQqjJryV7uDLzp07ycLCgsRiMfXv35+CgoK4bcOGDaNZs2YptPf29qbOnTuTWCym7t27V1oU19jYmLS0tMjJyYliYmIU2qSmptL06dNJT0+P9PX1yd3dXaEoLhGRpaVllcPgt2zZQh07diRtbW0yMjIiR0dH8vPzq9FzZ8la0/XixQuFv6vbt2/Xfmf37hE5OZUmEJaW0nITLyVE84hIRNJ3CA0iWkhEqUSpzy/Rf+d6cknAk+2WNM3hEJmYlNCuXUQFBap4lo2QLCk7dEj6s2wdtytXyhfmrSBZG1TFNgDkqDGcnuifJMJgIn0QjQeV7C4tPJyxtzmtnbzyVdKWQ8BPBHRgyVo90aJFCwJA0dHRfIfCqEmTS9aaMpasNV3r1q3jPpjv3LlTu53k5kqLv4rF0g99bW2ideuIcvOIDhGRCZX2po0novtEBVmP6f41V+5D/+XPBrR41DfUyiiP1q8nKvOdhamp4mJp75tAUC5ZWyqXjIWW2aZdQcKmAQ1a3fxrytE8TYRuRCIQDQLlbxHKJW3NaN07K6i5TgYBxQQcoDfemMj3q9DktW3blgCQv78/36EwalIvkrX4+HjuVCSjPixZa5okEgmZmZkRANq+fXvtdnL+vHSmAdkH/qhR0imj7hGRE5UmaZ2JyIeIinLpWeTXlHdYm+ggqOiAiLa99zm10k+hjz8mSk5W1bNj6PhxabJWJmErAigAoOwKet1uATQboFiATOUSNj2AzGBGh43+JsKPRGhNJABRX1Dm5tKetqQfDOhjpx9JJCwioVBCs2cTPX/O9wvRdHEJt4YG36EwalLbz2+lJ3InImzatAlbtmxBdra0gk+zZs3Qs2dP2NracrXXbGxslKqvxpRiE7k3Te7u7ti/fz/EYjHS09Oho6NT/QenpgLz5wOHDkmX27WTXvw+cgKwSQBsBVAI6dXtKwAsBXJfnEFu6OdolfMEAOB3503M+20njDt3x/btQM+eKn6CjHQy+M8/B+LiavxQKwBPK1hfLByB7GY/wSDrJwDbAEEBJH0FKHbXhdhAeiH7f+lv4JOfv8WFW2+jWTNg6VJgyRKgWTNlngxTU/LlOpT8aGbqKd4mct+9ezcJBIIKb0KhkLtpaWmRnZ0dffjhh/TDDz8oe9gmjfWsNT1ubm7ct25ra+uaPfj4caI2baS9MUIh0aJF0hnSrxFRJyrtTRtFRI+IKOsRJVwZzfW+xO5sS+/Y/0ntO0joxAnpmARGjWTXt40ZU+l1bBXdulRwShTcdl262vwXKsFjIkyVrhOBiibokeQPPe53fXXteGpn9IwbA/HXX3y/GE2L/O8tJSWF73AYNeDtNGjPnj1JIBDQ0KFDKSQkhB4/fkwXL16kLVu20NSpU8na2pqEQmG5JI6pPZasNS05OTkKb+JWVlbVe2BysnSyddkHdrduRMHBRFlE9BmVJmltiegEERUXUcadrZR/RIfoIKjgN03aNHUZtWyRRRs3EskNjGbqytKlRCKRYmImFEp/ljld2kPub+QYQGKADstt3wSQPezptv4zIvgS4Q3pNl2QZKkZ0UHpXKSFB/VozbvbSCQsIoBo4kSiuDi+X4imQf7//NatW3yHw6gBb8las2bNSCgUVjiZuUxmZiZdv36dtm/fTjNnzqQePXooe9gmjSVrTcuZM2cU3sTXrFnz+gcdO0bUuvWrHhQR0ZdfEuXnS69Da0+lidpHRJRORKmhlHbeluth8f3yTepseo9GjyN6+lSdz455rYICom3biD77TPqzoKDCciB9y/SmFZTpefvy1TYxxJS3mqhIVECErVQiaEYEkMRCQLTHpLTcx1476t0+kgCi5s2Jfv6Z9aqqm7W1Nfc7vHHjBt/hMGrAW7JmZmZGRkZGyu6GqQGWrDUdd+7cUUjUdu7cSUVFRZU/IDOTyN299EPaxobo5k1pQvYRlSZplvRqAEEO5YQtoeJXvSqpP7Wg94d6kYm5hE6dqoMnyNRecbE0eXv1ux5U7tSn4u2g/HYiolCizG5EhFgiTHnVWweSTDQkOtiM6CCo5JCYdn26mYSCYgKkZ2bZGDL1iY+P535H169f5zscRg1q+/mt1AwGgHSqpKysLIWJxhmGUY5EIsHUqVPRvXt3bt2WLVvw2WefVT5QJzgYsLWVzkAgEAAeHsDNm0BOH+n8nb+8ajcXwG0ANpeRc74HdKM9IUIJjgRORbfl0TCyd8eDuwK4uqr5STLKEYkAY2NuccSrn5qVNJ8GYJu7O0JCQqQr7IDmN4G8Be0A/AngEgo1OkJwIh34NAdIMIWQCjF30HLEeg1BN/MHOHsWsLEBTp5U39NqyszMzNCjRw8AQEBAAPz8/HiOiKk3lM0Sz58/TwKBgI4cOaLsrphqYj1rjduOHTvKXSQuFovp5f/ZO+vwKK4uDr+7GyckAUKDa3CKBAguRQoFirUFghR3SnErFCgfTluKFSkFirsVdw3BAkUDFCkWPE5s93x/TFiykOBkCdz3eebJ3jtn5p7Z7M789so5Dx8mfEBsrBYn7fHcpsyZRXbvFokSkf6irflGRLKLtqggOlSi/Dqah7v+m5hJahVdJwW8RdQ0mWRGvGC6kSCTQS4k1LOWNq02dJoY20TCM4kIEWKknxh12mfJVMNRZL5jXC+bk/zUfJqASUCkQwc1j/FdULx4cYvv/k0VS+WDwmqhOwB8fHzYu3cvBw8eJFOmTG96OsULUKE7Pmx0T+eRBCIiIhIO1XHlCjRvDvv2aeVGjWDaNLjlBk0B/zi71mipIR/tIdK3FQ7hlwCYsrUzg1aPpt+glPTprnXWKJIRRiNky/b8ZPFp02qhQOzsnn+uIHjUFRwXABwj1LktKcP8IQ3QPxVkeAjAiaCGVOwzg+AIV7y8YNkyyJHjLV7TR0758uXZ9/j7DBw9ehQvLy8reqR4m7zu8/uNh0EbNGhAzpw5iY6OpmjRoqxatUrFh1EoXpGLFy8yZswYIiIiEtyfoFBbu1Yb9ty3D1KmhL/+goWLYIEbeKEJtdTACmD6I0zne2LaVgmH8EtcvZeFKiO3MfPSFA4dSkn/XkqoJUtelCxep9PE+4uEGoAbOM4HmQ/Rzl6kDDtEmNNYokMdoO9DWGoDoqew21JuzvKiSpEjHDsGXl5qWPRtYm9vb1GOjo62kieK94o37dJ7Op6aXq+XdOnSSdu2bWXGjBly5MgRiY6OftNmFPFQw6AfHtmzZxdAOnbsmHCsrPhER4v07v1kiKtkSS0LwR0R+UKeLCKoLiI3ROTuQYlem8c87DmzbRtJlSZYxk1RCdc/GJ6XLP51CBAJLyJxn6ULciVLZe2cORGZZi+yADEttJVfO04wD4v2768+T2+DmjVrWnz3N23aZG2XFG8Rqw2Ddu/enePHj3PixAmCg4PN9fGHcmxtbcmfPz/FihXDy8sLLy8vSpYs+SbNftSoYdAPi/Xr11O7du1E96dLl45bt25phevXoXFj2L9fK3fvDmPGwEE78AFuomUhGAt0joFTP2E6PRI9Jm4+TE+7P2ZyNW0t1s2A7Nne6WUpkhqjEfbuhVu3IH16KF/+zbpLIyGmD9hOBjBxOds00t/ug4MuAjoZwMsIwImHX1O212zCo5z58kuYPx/Uben1adCgAavidVUuXryYRo0aWdEjxdvkdZ/fb2XO2mMuX76Mv78/x48fN/+9cePGk8biBJxOpyM2NvZtNfvRocTah4PJZMLwggfqmTNnyJcvH2zZAk2bwr172tNw9myo2wBGAUMAE5AXWAZk/RfTgSbo7x8CYP6+pnRfNpHvhqfmxw7PjpgpFImyCqJbg10QhDhf5GaWVuQ9sw+qAc11YBCCpCBlBqzi7DVP8ufXRuhz5rS248kTHx8fFi9ebC5Pnz6d9u3bW9EjxdvkdZ/fbzVZZ/bs2cmePTsNGjQw1927d89CwPn7+3PhwoW32axCkWwx95jFI3Xq1OTIkYOAgABOnjxJ1syZYdgwbRPR5qktWwbOOaEGsC3uwBbAZIE7f2Hc0BWDMYyH4W50mDWdvdKQXfuhYO6kvDrFB0F9sPOCqMbgctATlzO72FL1Nz7bMxDbK1HQQ4eb6yn+GVuCb6cvYtGuGnh7w/Ll8Nln1nY++eHg4GBRDgoKspIniveJN15g8CLc3d2pVq0affr0YeHChZw9e5bQ0NB33axCkSwwx7yKY9WqVQQEBHD48GHu3btH1lSpoH59GDpUE2odOsCBA/BfTiiCJtScgNnAjCA47gMHW2IwhrH7bAUKDzqBXc2GXFNCTfEmZAX73RD7HYCBz7f1xK+YP+edS8BAgQtgYwpiQbuaTO48igcPhM8/h3nzrO148sNkMlmUw8PDreSJ4n3ilcVax44dmTFjBkePHiUmJua1Gk1wZZtC8RHSokULi3K9evVwd3cHwO7KFShZUhtTsreHOXNg6jQY6wBVgUCgAHAYqLkH0/rC8N8SYo0GBi4ZQc3lO5j0dxbm/wiJxdFVKF4aO7CZCMyHWEcodyAf9vcOMLfxcEyjDbAddAhdyg5kz5jmGHSRfPstjBqVeFQRxbOcPHnSohx/KpHi4+WV56zp9Xrz3DMbGxsKFCiAl5eXefFA4cKFn+nGVbxd1Jy1DwOTyYSDg4P5R49Op3vyq3rDBvDxgZAQyJhRi42QqwQ0A9bHnaA18Fss/DsMOT0SHSYuBuakyZSFRNb0ZvcYSOVkjStTfPD8A9Ffgd1FiLKD8b0P02lZU1JnvqANx9vAlbDSlOi9hnuhaenYESZNUj8aXoZChQo9I9guXLiAp6enlTxSvE2SLM5a5syZHwcGICYmhuPHjzN79my6du1KmTJlcHFxoVChQrRs2ZJJkyaxf//+RGNHKRQfM1evXjULtYIFC7Jz506tC2LUKKhdWxNqZctqKaMcSkBxNKFmjzbsOekm4lsFTv8PHSZm725J0Qn+fDbFm38mKaGmeIcUArvDEFsX7KPhh5ElWFfqGNuzttVWIodDNmdfLk30Il/Gs0ybBg0agBrRezG///47BQsWpFq1aua6uXPnWtEjxfvAK//OuXr1Kvfv3+fYsWMcPXrU/Pfy5csAxMbGcurUKU6fPs28uAkLer2eXLlyWYTuqFix4tu9EoUiGWA0Gs290+vWrQOgSJEi+Pv7a0+yRo20xQOgzU+bOBFW2kEbIALICqwE0m/BtKEZ+ui7hD5ypv2sGaxz9mHDIaiQzkoXp/i4cAOblSBjQAZBi3nOHCw5k8Hf12DoL60xtA8hpcd1/hlZjDoT1rBuXTWqVtU6jVOlsrbz7y9ly5bl5MmTTJo0ia1btwLaM1TxcfNandJp0qShWrVqFso/KCiIY8eOmbejR49y8eJFRASj0ci5c+cICAhg4cKFKnSH4qMkIiKCggULkidPHrp27cr3338PQIcOHeDmTfjySzh2DGxttTGjNh2gH/BL3AmqAgti4dZQZOdI9AjHrxbmmynLSNEtFzd7g4u6pyuSEj3oBoCuOMQ2glJ+kOW/r2gyvSRTp/mQpvg+bPI8Yn3P6vSb/xvjNn9HpUpaFJp4OegVCeDk9KRrXIk1xVubQeDm5kblypWpXLmyuS40NBR/f3+LXriAgACVjkrxUbJt2zYuX77M5cuX2bRpE6Attmnt5QXe3lp+R3d3bX5a7nJaHKtdcQf3B364ifj6oLu7Bx3w+7aO9Nj3K+1XOPBbSVCh0xRWoxrYHIaYupDhNMz9JhMdp+3m27uj+ezAIHRlhLHfdqNgqlO0WDyN8uV1bN0KWbNa2/H3l/jxF18Ui1Hx4fNOp3umTJmSChUqUKFCBXNdREQEx48ff5fNKhTvJQ8ePHim7u+OHbGrXFkbAs2bF9avh4c5oBhwHXAG5gBltmDa2Ax9jDbs2e6PmazM2pglh6G+a9Jeh0KRIDnB1hdMzcBhLcxppefnngPZ1Oxzxsythq58EN9+OYMCLicpOXM35cvbsnUr5MljbcffT+KPPulUFOuPniTvW3VycqJMmTJJ3axCYVVu3bpFq1atLOoWlSpF5d9+04RalSrg6wtHc0B5NKGWB/AzgudgZGcN9DF3OX61MF7Dj7G3bWPOLFJCTfGekRL0q4BBWrHXL1BlSHGqDPiPyFNeYIJiFX251SMzpsBrlC8P6rd7wsQXa6NHj35mhaji40INhCsU75gTJ06QIUMGc9kATAYaHzwIJhO0bQvrN8IEN2gIPELLTLD3HnKrRtxqT+H3bR0ptfAg2TfkIqANeKof24r3ET0wHFgKRieovgWmV0lJhWZH+C+mPcRC2mK3udTfk+Jh6/nsMzh61NpOv3/Eny4UFhZGoUKFrOiNwtoosaZQvGMmTJhgfu0MrAO6AKLTwbhx8OsMaGYLw+KMegFzD2PaWwzd7W2ERzrhM3khnaN/p5+vA5vza+dRKN5rvgHDfjBmgVwXYVspHZ3STWdr7j+QKD12eaNZP7g2A+jD51WMPJXM46OnSZMm1nZB8R6hxJpC8Y6JiooCwAPYDXwBxNjaoluxAhr1hgo6WA7YAn8CHf/AtL0c+sj/OH8rFyX/58fqb31YNw+GOauFBIpkRBEwHAFTBXAJhbW1Ye3hNoyqvg+JckSXFfoOHs9a2/I0q3KLQ4es7fD7g6urK1OmTLGoU4vzPl5eOYOBwvqoDAbJh/DwcJydnfEENgM5gGhXV2y3bEFn9Ib6wG0gLbAiErHtiu7SLABWH6lLiw1zSbnAlS3FIL/VrkKheEOiQTqCbrZWnNwFDvzvEvPXl0KvuwsP4N7I1LQJXsLAHVUpWdK67r4vxMTEYGdnZy4/ePCAVCpIXbImyTIYKBSKl8fPz48SwAE0ofYgdWrsjhxBd94bKqEJtULA3qsYQ8ujuzQLk0nHwCUjaHBxJfl9XTmuhJoiuWMHulnAGBAddJ0CLRrl4POq/kQ55ITU4D74AavSVmNrheH47je98JQfA7a2thblzJkz89dff1nJG4U1UWJNoXiH3J83j51oHWeHgX2jx8B8T2gORAP1gFVbMZ4ohiHoCPdC01Bj/CZGlR3It6v17EoF7ta8AIXibaED+oJuBZjiFh78VjkjVQscJMitCLiC/gcYlOVHQivW5tDG+9b2+L0jPDycFi1aWNsNhRVQYk2heEeYZs2i/pw5pAD2p0zJpu59+XJPmycLCfoLDB+FHKyBIfY+Ry4Vo9jEo2yd+Dlj+sJsvZYGVKH4oKgP+r1gygAFzsDKcu40SrmL62nLQgqQAfB53o2kq+XFmblq1YFCAUqsKRRvHxH43//Qt22LDTAXyHXgLIOPj0E3X6fF7pgRhnzxNfwzEB0mZu1qTblt+7i7PSurKkBf1EICxQeMF+gPgXhB2nuwtqorQ25v5p90n6NzAOmjI0uR/8jZshzXf/hd+04pFB8xyVasTZkyhWzZsuHg4EDJkiU59IJlRMuWLSNv3rw4ODjw6aefsmHDBov9IsKPP/5I+vTpcXR0pGrVqly4cMHC5sGDBzRt2hQXFxfc3Nxo06YNYWFh5v2RkZG0bNmSTz/9FBsbG+rVq5egL7t27cLLywt7e3s8PT2ZM2fO670JivcPkwm6dYPBgwEYCfyZqTyffJNRSx2VElh7CaNHaXTXVxIVY0e7P2bQ1n4W7lscOJBOGxlVKD54MoJuD1Af7KNhVvMU/L1rLbsy1UdnK0gPHfbe0WQa2ZmgOs214NEKxUdKshRrS5YsoWfPngwZMoRjx45RuHBhqlevzp07dxK0P3DgAD4+PrRp0wZ/f3/q1atHvXr1OHXqlNlm7NixTJw4kWnTpuHn50eKFCmoXr06kZGRZpumTZty+vRptm7dyt9//82ePXto3769eb/RaMTR0ZFu3bpRtWrVBH25fPkytWrV4rPPPuP48eN0796dtm3bsnnz5rf07iisRkwMtGgBkycjOh1dgTV4sypwNZwDMgGbdhAbWgJD2CkCgzyoNG4Xf7Roh/ckOGwHRax8CQpFkpICLWxNP604cLg9d6YuZXXmZugMgqmrHmMpHW5/LyCqaEkICLCmtwqF9ZBkiLe3t3Tp0sVcNhqNkiFDBhk1alSC9g0bNpRatWpZ1JUsWVI6dOggIiImk0nSpUsn48aNM+8PCgoSe3t7WbRokYiInDlzRgA5fPiw2Wbjxo2i0+nkxo0bz7TZokULqVu37jP1ffv2lQIFCljUNWrUSKpXr/6iyzYTHBwsgAQHB7/0MYp3zKNHInXqiICYbGykTYoUUp/6EkGECCJS1CTiN0mMCwwiC5BDPxWXjAWvCUdEGopIhLX9VyiszZ8iJlsRQeRgyVhZtr2lyALEOE8vD8q4ioAYUziLLFlibU+TlMWLF4terxfAvG3bts3abilek9d9fie7nrXo6GiOHj1q0XOl1+upWrUqvr6+CR7j6+v7TE9X9erVzfaXL18mMDDQwsbV1ZWSJUuabXx9fXFzc6N48eJmm6pVq6LX6/Hz83tp/1/kiyIZEhoKNWvC2rXg4MDxwT/iEt6e5SzHEUeMtSIw/dYOLn6HHiPz9jWjwt493NiRiT7FYBHgaO1rUCisTSvQbQVTaijpZ6BE61msSNUGvd6ES6dQzpTLiz48DBo1gu7dITra2h4nCY0aNcJoNLJ48WJzXevWra3okcIaJDuxdu/ePYxGIx4eHhb1Hh4eBAYGJnhMYGDgc+0f/32RzSeffGKx38bGhtSpUyfa7qv4EhISwqNHjxI8JioqipCQEItN8Z5w/76WhH3nTiRlSoaXLsu+IW78wi/o0cP3gZg6VUN/bRZGk57eC8bxbYq/iNrgyOS0MJZk+CVUKN4VFUF/ECQXZL2qp1rjGWywb49BbyJvhwD+rlBTs/vtN6hUCa5ft6q7SUn9+vXNrx9nRVF8PKjnRDJg1KhRuLq6mrfMmTNb2yUFwM2bULEiHD5MmIMDFSJiyLOzPd/xHSZM7Kg3lugyJbANPkBQuCtfTlzPz8174zhOxyobLT+oQqF4ilygOwhUBJcQPdUb/c7uyM7o9ULtDhuY/FkXQvSu4OsLXl6wfbu1PU4S4mcy8PT0tKInCmuQ7MSau7s7BpmWsfgAACAASURBVIOB27dvW9Tfvn2bdOnSJXhMunTpnmv/+O+LbJ5ewBAbG8uDBw8SbfdVfHFxccHRMeHBsAEDBhAcHGzerl279tLtKd4Rly5BuXJw+jQPHB2pFKnnR+NaGtKQaKKZVKYM5RoMxi72Omdv5KXMzENs/KMG7o1hJ1DX2v4rFO8zqYEtQEswGPVUbDMZ/8BuAHRtO4Wxn/XivFMRuHsXPv8cRo3SVmJ/4LRp0wZApZz6CEl2Ys3Ozo5ixYqxPd6vKZPJxPbt2yldunSCx5QuXdrCHmDr1q1m++zZs5MuXToLm5CQEPz8/Mw2pUuXJigoiKNHj5ptduzYgclkouQrJLJ7kS8JYW9vj4uLi8WmsCKnTmlC7fJlyJmTpimyMJWdVKMaYbpgVjbOzfdd/LAzRPO3fy3K7TnI2c258SwEvoBKe6hQvAR2wJ/AKAAdRXtN4NK5HgD8r/WPTC37LZsztNJE2sCBUL8+BAVZ0eF3T/Xq1QEIDg62sieKJOcdLXh4pyxevFjs7e1lzpw5cubMGWnfvr24ublJYGCgiIg0b95c+vfvb7bfv3+/2NjYyPjx4+Xs2bMyZMgQsbW1lZMnT5ptRo8eLW5ubrJmzRr5559/pG7dupI9e3Z59OiR2aZGjRpStGhR8fPzk3379kmuXLnEx8fHwrfTp0+Lv7+/fPnll1KpUiXx9/cXf39/8/5Lly6Jk5OT9OnTR86ePStTpkwRg8EgmzZteunrV6tBrcjx4yJp0oiAyKefypRWg+QsZ0UQuev4r+ztk0ZkASILkBENB4ht71ghVqSUiNyxtu8KRXJlmYjJQUQwye1uvc3fsW7VJ8jvxWaKyd5e+07myCES7377obFlyxYBpFChQtZ2RfGavO7zO1mKNRGRSZMmSZYsWcTOzk68vb3l4MGD5n0VK1aUFi1aWNgvXbpUcufOLXZ2dlKgQAFZv369xX6TySSDBw8WDw8Psbe3lypVqkhAQICFzf3798XHx0ecnZ3FxcVFWrVqJaGhoRY2WbNmtVhi/XiLz86dO6VIkSJiZ2cnOXLkkNmzZ7/StSuxZiX8/UVSpxYBOZsypWwfvkyucU0Eketp90r4grwiC5CI2Q7iU26RMFf7gtUVkXBr+65QJHf8REweIoJJQlv3Nwu272v8Kj/VOyKmbNk0webgIPKK99Tkgp+fn/mZMnnyZAkPV3eW5MbrPr91IiqPR3IjJCQEV1dXgoOD1ZBoUnHsGFStCg8fEpAqFZ0f5mApm0lDGi7nnk+6Qd1wNDzk5sP0NJyzlv2TikMp6ApMQMswpVAo3pD/gNrASSHGZzC2tUcA0GPeL7jmasHQf5vD4+w07drBxIng4GA1d982AQEB5M2b11zu06cPY8eOtaJHilfldZ/fyW7OmkKR5Bw9ahZqlCrFVKc6rGU3aUjDxXJDyPhDKxwNDzl2uSjVlh9i/2pNqI0HJqKEmkLx1sgC7AO+0GG7aDisGgTAr817EnJxDqPLroPhw0Gng5kzoWxZbW7pB4Krq6tFecuWLVbyRJHUKLGmUDyPI0fMQu1R0aIMvVGa8TdmkkLnyIWGjfHs9BN2NrGsONSA+gF7ObMhE3YZYTHQC5WMXaF467gAa4HvdLD8J1ip5eH9pVkv7u7/lelpB8GmTZAmjdYjXqwYbNxoVZffFk+LNRsbGyt5okhqlFhTKBLj0CFNqAUFQdmy/G3blR+vjcfWPppL3cqQq+4SAEauGUjH9Mv4b24K3BxhK9DIup4rFB82Nmjd1pN0yKphsPJHAH5u2puL68az+OHnmlDz9tZ6xGvVgiFDwGi0qttvioODA7a2tuaywWDg+vXrXLx40YpeKZICJdYUioTw84Nq1SA4GMqVI6zIMr451Bp9qlsEDi1CDm8/omLsaDv7L8Y0H8G9fnqy6uAAUMHavisUHwtdQbdOh2wehqwYAsC4Jn04tmAca05ngT17oHNnEIGfftLSwt27Z2WnXx+dToebm5tFXebMmcmVKxehoaFW8kqRFCixplA8ja+vJtRCQqB8BcizEecp6SH7ER4ML0i6LBe5E5yWhnN3MH9ic0JqgxdaDLV81vZdofjYqAm6/aA7PNQs2MY27suBmWNZc9gepkyBefPA0RG2bNGyHhw6ZGWnX5/4Q6Hnz583v75586Y13FEkEUqsKRTxOXAAqlfXkrNXqATuG2CWM0bvpUQOLkvqVEGculYAny2HWLe8LFH5oAawG0hvZdcVio+WQsAh0F0finHFUADGfN0P39/GsOQ40KyZ1lueKxdcuwbly8O0aVqPWzIjvlgLihcEODw83BruKJIIJdYUisfs3x9PqH3G+X9/gVVOPKr7E4bvG+FgH816/5p0uX2AHcuyIamhLdpcZ2dr+65QfOykA3aBwTCE6OXDABhdvz/Hxoxh8gXg00/h8GEt00F0NHTqBC1aQESENb1+ZZ5eZPCYkJCQJPZEkZQosaZQAOzdqwm1sDAoXxljyBpy38lHcCcfHBtqQysTNnXjf3nXsucXF7CB4cAMwPa5J1YoFEmGI7AY7PL9SOSynwAY82V/rg8fTd/rIK6usGIFjBsHBoM2PFqqFFy4YF2/XwEnJ6cE69WctQ8bJdYUij174IsvIDwcylUl6Pw8DJcieDCwAq7llhATa0P7WeMYW3cAB9sYsAHmAoNQoTkUivcOPTACHOoOJmzFcABG1xiA7Y+j+OYeROp00Ls3bN8OHh5w8iQULw6rV1vX7zdE9ax92Cixpvi42bXriVAr8zmxF1biZnefkOHFSZ37MA/D3fhy8myWjm7Ora/SkRLYAHxrZbcVCsULaAnO3QbxcM3/ABhRdSD5B46kXAgEAlSsCP7+UK6ctpiofn3o1w9iY63p9QsJSiRZfbNmzVidzAWnInGUWFN8vOzYoS3lj4iAUjXgzBp06ffwaEhpXNyvc/5WLtpv2c7xnc0ILuFBBmAvUM3afisUipejIqQa/gN3N2tpqX6q9AP1+o6gRCT4A6RPr90HevbU7MeO1WIrBgZazeUX8eDBg0T3devWLQk9USQlSqwpPk62b4fateHRIyj+BcZjy3hU6nfoVQdHx3C2n6pMl3/ms3GJF7dTQEHgIFDY2n4rFIpXIzek/WUgN/aMBGBQhUF07/4/ysTCAgBbW/j5Z1i2DJydYfduLbzHvn1WdTsx6tevb1H+7rvvzK+vXbuGSvf9YaLEmuLjY9u2J0KtaC2MxxcR1qwXjs17YtCbmL69NWMcf2XXXG/C9fAZWo9aZmv7rVAoXo80kHHiAC4dGwVArwqD+bXzcL6Nhu5ADMDXX2vp5fLnh1u3oFIl+PXX9y68xw8//MCkSZMoXrw4s2fPfiYZeHBwsJU8U7xLlFhTfFxs2QJffgmRkUiBWhDwB8F9vsK1ygyMJj3d5w1hVM6v2Tq4ELFAM2AT4PaC0yoUivccO8gxrj9nAkYD0LHSj8xv/xPz7kJV4DZAnjxaPDYfHy01Vc+e0LChFs7nPcHR0ZGuXbty+PBhWrZsibOzZeCgGzduWMkzxUuxf/9rHabEmuLjYdMmpE4diIzE5Fkb3d2xPBz6GakLbif0kTONf59C4J9DuTrwCwAGAn8BdlZ1WqFQvDV0kH9YP47+NwYAn8+HsOD7YQQfh2KAH2hDoQsWwKRJ2hDp8uVQogScOWNNzxPFYDBYlJVYe4+5dAkavV7maCXWFB8HGzZA3brooqK4TCFMhh6E/VSBVBnP8d+9zJQdMYib675lSXrtSzEdGIEKzaFQfIgU69+XfYFjAahReyhTRw6l3GItr+8MAJ0OunbV5q9lzAgBAVpS+EWLrOl2guh0lnep+Gmn/vjjD/LkycOFZBRH7n3mzp07zJ07l0ePHr36wVFR0Ljxa/fSKrGm+PBZv94ctfw6JXAv1x3TgC9wTnmfQ/+WoOTYJtzzbcWB1E44AWuA9tb2WaFQvFPK9ezD1lvjAChTbxgDlg3lp37QyQjtgEiA0qW18B5VqmjhfZo0gW7dtAwI7wlPi7WQkBAOHTrE7t27adeuHefPn6dz585W8u7DolKlSrRs2ZJ+/fq9+sE9e2oZNNxeb1KNEmuKD5t168xC7aF9Zey/qULKTq2xs41mmV89aiwpg+7K/7jl8QkeaDk+a1vbZ4VCkSRU7dmb1VfHA1D4q2HU+3cI62sJyx9qvWxXANKmhc2bYeBA7aBJk7QYbdevW8lrS+zsLCdqXL16lZIlS1KpUiVz3e3bt5PYqw+Ts2fPArBixYpXO3DhQpg6VXs9c+Zrta3EmuLDZe1a+OoriIkhLEV1ItunJm09bXLxlF0D8a84mth/fuGWjQ15AV+guFUdVigUSYlOB3X69WLhuZ8ByNPgJ/I6D+FoCSH8NBRFy/2LwQAjRmj3FFdXOHgQihSBv/+2pvsAtGjRgly5cpnLv/zyyzM2Ksm7FTlzBtq1014PGgSff/5ap1FiTfFhsnq1thQ/JoZI9+qE9n1A+lLLiY61ZeTO2ehGjmB8gzyE6vVUAPYD2a3ts0KhSHL0emj4Y09m+WsiJ1uD4TgU/ZHDJYXqi6Eu0Ju48B5ffgnHjkHRonD/vlbu3l2bj2QlXFxcCAgIeO7QXEQyS1b/wRAWpnUYRERoQ+lDh772qZRYU3x4rFwJ33wDMTHEelYnbPBZ0nse5n5oaiac3Eb0lJZ0cdduvo2BLUBqK7usUCish40NNB3eg6kHNcGWof7/iKg5mMU+wqSuMClKGxb9DyBHDvD1he+/1w7+7Tdtbtv589ZyH51Ol2iCd4AoK4rJ5Iq/vz8ZM2Zkzpw5r3cCkwlatIBz5yBDBm0o9KmVu6+CEmuKD4vly7W4SLGxRHpVILr/ftzd/yPgZm7WxvpxfmwFhsVN8eiHFsHc3pr+KhSK9wIHB2g+oge/7PoVAPd6Iwj+ZhBdpwj7K8DNq9qw6HoAe3uYMEGbE5smjbYIwcsL/vrLav4/T6wZjUauXr2ahN4kf5o3b87Nmzdp1aoVIvLqvZNDh2odB3Z2WnaMTz55I3+UWFN8OCxbpi2NNhoJq14M2x77cHIMY/upCix69BtLungyS6d96KcAo1FfAIVC8YSUKeHbkd0ZtVkTbK71RhLW/AeKHxJOeIH3Rm0BUj8gGrRMKCdOaAsOwsO1npTmza0SRDdFihSJ7gsJCSFbtmwcOnQoCT1K3kRGRppfp02blooVK778wUuWwPDh2uvp06FMGe7cucPUqVNfO8OEelYpPgyWLNGijouRkJa5cf72KAa9iT92fsOCmMasGVSdzYATsBpQC9kVCkVCuLtD8xHdGfb3BACca4wi4ruBuD0QNtaE4YNgvBHKAudBi8O2fTv89JM2AW7+fK2X7ejRJPXb0dHxhTYjRozgyJEjSeDNh8X9+/df/n07cgRattRe9+5tft2wYUO6dOny2mFUlFhTJH8WLdLiH9kZCemdAZdq5zGZdAxa8R2xTQaybVwnjut0fALsAr60srsKheL9JlMmaPrT9wxe/RsATqVG82jkAEAYNAJ2fA43bmrDon8AYjDA4MFaEN3MmeHiRW0e27hxWtqqJOBlMhesXbuWEiVKcPr06STwKHkjz8kJ+3RsOzPXrkHduhAZCTVrwujR5l27d+8G4O/XXEGsxJoieWI0wq5dWpTxZs0gjYnwoW64FL5JeKQTbef2ouKSifT/rAjXgDzAQaCEdb1WKBTJBE9PaDa8Gz+snAiAY9YxRM7pDymEijvgTGGovE4LoPsVcB+gXDk4flyL7RgTA337QuXKcOXKO/e3bt26L23r5+f3Dj1J3rRp04ZGjRphMple7cCHD6FGDbh5E/Ln5+7EiVx9i7H4lFhTJB+MRm24oUEDcHKCzz6DKVMgp4moYQ6kyBTEjQcZKD+8GkXXDKOmDQQD5YADqNAcCoXi1ciTB5oM+47+yycB4GA7lqhl/aCI4HYP1tWByd/BxkdQCNgGkDo1rFgBf/wBKVLAnj1QqJC2+OA5vTVvSsGCBblx4waffvrpC22fzieq0GLRRUVF8eeff7J06VKuvIrAfvQI6tTRYqplyMDFSZP4xNOTbNmy8eDBg7finxJriuTBypVaJPGqVWHVKoiORgDKgHGgAXvXSI5dLoL3j5kpdXI+3ZyciAV8gK2o0BwKheL1KFAAfIZ0pc/SyQDYPxxH9JS+0EMTXl0mwwlvcDsN1YAeQIROB23aaIsPypTRFhy0aKGFFLp37535miFDBrJkyfJCOxsbm3fmQ3Lk119/xdnZmblz5776wUajNg1n3z4tYPKmTeSqUsW8+/GQc+7cud/IRyXWFO8/y5drgQUfPrSo1jUAuoDBzsi6w9UpP/YRjrMH8LuzMwBD0UJzOCS1vwqF4oOicGFoPLgLvRZPAcDuynhivu4IG4zwCeQ+Bf7FoePvMEGgCFqgbXLm1HrWRo7UgrmtWAGffgobN74zX6dMmfJCGyXWLOnZsycAHTp0eLUDRTB16qQFYbe3hzVrtP9vPB6H/MiXL98b+ajEmuL9JTpaWwb/zTcW1WILdEGbKAJMXNeUuosvknL7fP6tWxc7k4n5wBAgkWmgCoVC8UoUKwYNf+jMd/NnYDLpsL0yA6NTYzgeBdXBLhJ+7wzba0HYTSgP9AQiDAYYMAD8/CBfPggM1Cafd+wIISFv3c+sWbPSqFGj59oosfZm6HQ6ECGgRg30M2ciOh0sWAAVKxIUFGRhu337dgBiYmLeqE0l1hTvJ337ar9U5s83VwUBuIJuEFAGYmJt6DmjJd+fOY374V3cLl4c97t32TFrFk2t5bdCofhgKVkSGg1sx7czlhIVY4fhxnKMp2rDmjD4GbCHyhvhQgFoMh9+jd/L9jicx+PMB9OnQ8GCsGnTW/fTweH54wlKrD3h+PHjr3yMmExIr17k2bIFgDYAX33F1KlTSZUqlYXtuHHjWLhwIdHR0W/mqCRjJk+eLFmzZhV7e3vx9vYWPz+/59ovXbpU8uTJI/b29lKwYEFZv369xX6TySSDBw+WdOnSiYODg1SpUkXOnz9vYXP//n1p0qSJpEyZUlxdXaV169YSGhpqYXPixAkpV66c2NvbS6ZMmWTMmDEW+2fPni2AxWZvb//S1x0cHCyABAcHv/QxyYqePUW0qbjmzQgimRH5DZEFyP3pqaR+voaSsXZtSREaKohI3jNn5N/s2UUGDbL2FSgUig+Y3btFahXfKqGzUogsQGLXe4s8uityWkSKiwjatqG+SNrbIjoR6SoiQY9PsGOHSI4cT+5xLVuKPHjw1vwbOHDgM8+Yp7dly5bJo0eP3lqb75TYWJGdO0UWLtT+xsa+ldM+fPjwhe9TQttkZ2fz/65tXJ2IvNI5XvX5nWzF2uLFi8XOzk7+/PNPOX36tLRr107c3Nzk9u3bCdrv379fDAaDjB07Vs6cOSODBg0SW1tbOXnypNlm9OjR4urqKqtXr5YTJ05InTp1JHv27BYf6Bo1akjhwoXl4MGDsnfvXvH09BQfHx/z/uDgYPHw8JCmTZvKqVOnZNGiReLo6CjTp08328yePVtcXFzk1q1b5i0wMPClr/2DFmvduj0j1EwgUgSRPzShdmFcLvH2qChjuncXndEoiEjVLVvkoaurdsy2bda+CoVC8YGzb59IpU/95O60NJpgW5NXJOw/kWgRGS4itiKCSIi7yFfLtIdtehFZKiImEZGwMJHu3UV0Ou2+lT69yJo1b8W3CRMmmEWBg4NDooLBxcVFbt68+VbafGesWCGSKZPlcyFTJq3+DTl37twrC7XR8fzoFK9eRIm1BPH29pYuXbqYy0ajUTJkyCCjRo1K0L5hw4ZSq1Yti7qSJUtKhw4dRETrVUuXLp2MGzfOvD8oKEjs7e1l0aJFIiJy5swZAeTw4cNmm40bN4pOp5MbN26IiMjUqVMlVapUEhUVZbbp16+f5MmTx1yePXu2uLq6vu6lf7hirXjxZ4TaahCpgcg8Taj5Dqgg1ZzzS/6pUx//eJX206ZJtI2NdkyaNG/tV5dCoVA8j4MHRUrkOSP/TcwksgAxrsgsEnRa23lcRAqJuZdtSz2RjNe04hcicunxSfbtE8md+8l9z8dHJJFOh5fl7NmzAkiWLFkkMDDQXE5o27hx4xu19U5ZseKJmI2/6XTa9oaC7cKFCy8trvQg0+P5MMnT02K/yLsVa8lyzlp0dDRHjx6latWq5jq9Xk/VqlXx9fVN8BhfX18Le4Dq1aub7S9fvkxgYKCFjaurKyVLljTb+Pr64ubmRvHixc02VatWRa/Xm4MM+vr6UqFCBezs7CzaCQgI4GG81YxhYWFkzZqVzJkzU7duXRVRuk4dLU1HPE4ZoG5roDmgh7+3N8F9xnVi10ziTKdO6Ewmfu7Zk2kdO2IbG6sdNGMGqBhCCoUiCShZEn5fkI9av+3n3M086COvYdpcFm7vhMLAYWAwYAPVVsO/+aH7JNhshALAKCCqbFktkG6/flq6qkWLtABv06fDqwZmjSNv3rycOHGCw4cP4+HhQd68eRO1DQ8Pf6023jlGoza/L6HYdI/rund/owwRLzvp3xZYCLQHjEBb4LuLFy1sYh8/g94RyVKs3bt3D6PRiIeHh0W9h4cHgYGBCR4TGBj4XPvHf19k88knn1jst7GxIXXq1BY2CZ0jfht58uThzz//ZM2aNcyfPx+TyUSZMmW4nki046ioKEJCQiy2D4olS2DdOnPRBOxysqNgX6CKNg66el4PMh48xeeHtrKzcmWcQ0NZXa8ePX/9VVvxqdNpidwbNLDSRSgUio+RYsVg3oos1J28j/3ny6CPDUJ2VIfL88EO+AnwB8qAfSj82g1OlYFcJ2AgUBBY4+iIjB4NBw9C0aIQFKStFi1TRhNyr0GhQoWeeV4lRFhY2Gud/63xOBvNokXaX6NR2yZNgnjPxOnA1PjHiWjpnfbufe2m4ydrT4wUwBqgERAd93dWAnapU79cNM+J30x8eQfjkSzFWnKndOnSfPvttxQpUoSKFSuycuVK0qZNy/Tp0xO0HzVqFK6uruYtc+bMSezxOyQ6WgsoGEcMsMDDlUrDoqEgRD2yY+8v/RH7y5T328/lHDnI8e+/+JYuTZ14Ao8lS+Drr5Pef4VC8dFTuDCsXO9O01nbWHrwG3QSA77N4eRwTVQUBPYCvwOukO8Q+BeD6T3gbhDUQwuoe7JECTh0CCZMgJQptXAfxYpBjx5aYN13QGhoKCJinU6AlSshWzYtG02TJtpfDw9t69HDbBYOdESL2PRMPoBbt17cTkKCEK0j5HlkAvYBXwARaHmlVyRiG5rA/6dixYoAfMIn9KUvAZwn37IWL/Y3AZKlWHN3d8dgMHD79m2L+tu3b5MuXboEj0mXLt1z7R//fZHNnTt3LPbHxsby4MEDC5uEzhG/jaextbWlaNGiXHyqW/UxAwYMIDg42Lxdu3YtQbtkx/LlWjqWeF39R/J50PynYMgAwffcOD+sC7tq29Jg9SrCnZ2pvH07h7y9Kfh42DhzZi3Q5FOx2BQKhSIpKVAAtu5wpN+6xYz9u49WefJH8GsLphjtadsROAt8A3ojtJ8AN3JB5xmw06iF+ehkY8Pd77+Hs2ehYUPt/jhhAuTNq4mNt5yyKiwsjGbNmuHq6pp003GMRvjpJy3Y+dMjSvfva1s84vd/RTx9rvTpn99WAoJwb/r01CpWjBEjRiR6WHHgENr/5DbwGbDl+S1ZoEPHtPrTWM5ydnAdB8bwBbmo9grnsOCNZudZEW9vb+natau5bDQaJWPGjM9dYFC7dm2LutKlSz+zwGD8+PHm/cHBwQkuMDhy5IjZZvPmzQkuMIiOjjbbDBgwwGKBwdPExsZKnjx5pEePHi917R/EAoPevZ+ZNPpvpSwic7WFBDeHZZYr7m3lq2XLzAsJuk2YIDEGg4heL/Ldd291CbdCoVC8Da5fFylQQKRjlakSO08vsgCR7dVEop4KzbFZRPKJeQHCpSIi5XdrRWcRGSxxoT42bRLJmfPJvbJ0aW1lwyvCS0x6b9269Rte/UuwYoVIxozPLhp4atsOcjLu9fV4Pl6Kb+fuLrJlS+IhPRJYoLD5Jd6Hr0HC4+xPgGR5hYUDGcgggxgkR7gqExHxfurSbB0fflyrQRcvXiz29vYyZ84cOXPmjLRv317c3NzMITCaN28u/fv3N9vv379fbGxsZPz48XL27FkZMmRIgqE73NzcZM2aNfLPP/9I3bp1EwzdUbRoUfHz85N9+/ZJrly5LEJ3BAUFiYeHhzRv3lxOnTolixcvFicnJ4vQHcOGDZPNmzfLv//+K0ePHpXGjRuLg4ODnD59+qWuPdmLtafiqMXqkKtNsmo3tQXIv12KyKX0zaWwv78gIrZRUfJH69ZPblRKoCkUiveY+/e1W1XNIn+bY7HJ2lwiQWcsDaNF5DcRcROzaNv6tUiuAK2YSkTGiEh4RITI//4nkiLFk3tns2Yi1669tE/r1q17odBo0aLFW3oHEiEB8XQZpDTIinh1F+OvsnyqfPp5Ii9+SI/YWIuQHyEg519w/TYgP8c7398gKV9CoBkwSG1qy1L+lgUYpRYihnhu6Q0moegNYXakcPP1nt/JVqyJiEyaNEmyZMkidnZ24u3tLQfj/dqoWLHiMx+8pUuXSu7cucXOzk4KFCiQaFBcDw8Psbe3lypVqkhAQICFzf3798XHx0ecnZ3FxcVFWrVq9dyguBkzZpTRo0db7O/evbvZbw8PD6lZs6YcO3bspa87WYu17t0tvlxB9k5yrWd6s1A726CarCzSTtzv3BFE5JPAQNlXpoxm36uXtb1XKBSKlyIsTOSLL0QKZ/WXK79l0e5xS1KKXF/3rPEdEekoInoRQcRoEFnS7kmoj3QiMklEIm7c0ALoPr6HOjqKDBkiEhLyUj5lyZLluaKjatWq4u/v/7beAkueEk+Pt6pPCTMB2RivzojWw/a4MKzlPQAAIABJREFUfOR5Yi1+SI9hw8z1++KO9X7OtWeMs3t8zBi0cB3Pe7/ykU9GMVYWc09aIOL8lDupi5nE7jcRbpu1uKQPDPz4xNrHSrITa7GxIps3i2TIYPFJ/i91Brk/0k27ic1GTpZuLLVbjRBDTIwgIl5Hjsh/j7/cTwlihUKheN+JjhZp0kQkrctt2T24vMgCxLRAJ3JqhIjJ9OwBJ0Sktpif7LH2ItN7i6S+p1V5iMhoEQk9fFikXLkn99O0aUV+/VXkBRkJMmTI8FJDecePH3/r74Xs3Glx/18CshjE8ymxdv0pXx6CHI5X3osWKP1GvHMZnxZsadJYtFXiBddbD+ROnO1DkDrPsU1FKulEJ5nHP9IbkQxPCbSUGY1Cvyjh3BOBllVEGDtW8PKStXE9nEqsfQQkK7G2ZImInd0zv4BO5CgoEZMdtJvXVMTfs524/7Ha/OFu9tdfEu7oqNk3bGjtq1AoFIrXwmgU6d9fxNYQJVNadjKPIsjehiLRifSI7RORcmJ+2kc5i/zeR8TjllblKiIDTSYJWrpUxNPTchhwxgxNJSbAJ5988lJiLf4UopfmRSmh5s83+xmZSLvGBOouxQm0x+UtPEnxtBxkIkgqEP+nnjHxt8KJtOcCMjue3VGQ7AnYGTDIF3whU1krI4iRT5+eh2YfLfqW0cI+EUza/yiLySS9RcRPtIwVX331leTPn1/u3r2rxNrHQrIRa3XqJPjF2VSyrMTO1ibemkYhJ9N3lyJHz5rnp03u3FlLMQWa0FNz1BQKRTJn5kwRg0GkfeVpEvOXjSbY1uURefhPwgeYRGS9iBQRi562BZ1FslzRquxFpG10tFyZOdNyiNHTU2TOnGdEW+rUqc0CpG7duomKtcaNG7/axb1MSqh4w7f3Emn3fgJ1R+ME2uPymniv88V7XSIRoeabSFvVQK7E2cSCjASxe8pmRN0RcqnRffmZh/IZIrp4p7YxiDjVFmGVCJHa/yNDdLT0kicC7Zl/qckkwUFBSqx9LCQLsVa79jNfmu0g8+p9Zv5laeytl12ZfxCXhyHaB/36dTlQqpTlccuWWftKFAqF4q2wZYuIi4tImdz75NbUjNq9cLGDyMVZCQ+LimhP/XUiUkrMos1oI7K+uYjXkSdDbZUePZKjEyaIKW3aJ/fPLFlEJk0SiYgQEREXFxezENmwYUOiYq1evXovf1EvkxIqNlYkVSrzvouJtHshgbpP0VZnPi4vjvc6T7zXRRIQahEJnC89yKJ4NhdBysTbX5CCMpSRMp2b0hARh6dO6+wlwkwRHmrve5rQUGHcOMHbWy5fufLkfYmN0haU/LdS5NRIkQPfimzyluA5KZVY+1h478VarVoWn+7LIE0NTrKoYzmzUItpaiN/lvzZ3GVcaccOCfzkE8tvRZ8+1r4ShUKheKucOiWSNauIe8o7snlAjSfDoge+FYkJS/xAk4jsEJEq8kShIXKujEiTRSI20VpV9tBQ+Xv0aIn28LCc0zZihGRwdDSLkj179iQq1gDp27fviy8mkUUDFoItc2aRoUPNdcue0+bB5+x7vM2O9zp3vNeFE2g//pCmLcj3IEE86U37BSQFiCeeMpAfZB4XpTMiaZ4WaJlE9MNFiOvRLCQiP4rIURFZvWyOlPJEWlZAQvd2EdlVR2RtbpGFhif/23hb8Exe6/mtExFBkawICQnB1dWV4OBgXFxcrO2OJcWKwbFj5uIpoLxTetZ1T0e5Av5ghJg5jszMMosus30A6DN2LCMHDsTmcY43W1tYsEAFulUoFB8kd+5Ao0awe7eJfl+OYUTDQeh1JnDJA6XnQZoSzz/BIWAisBQt7QsQkgH+bAWTW8K/nuDw6BFDZs+m07hxuF65AmiZAOYDk4G/jh3Dy8vruc2cOnWKAgUKJG6wa5cWbDaO1UAnYBFQKZFDdM9pbwpaloLn0QP4Ne51TuDfuNcFgZPx7EyAIa69b4CRcfYAfsBE8pOfJhShIYfIxXzgUrzjHdwgtinEtgZ9oVjyH17Pj+mhcuQl0oScg8dbpGWgfAtsnMElr8UWQiZcs5Z65ee3EmvJkPdWrOXIAZcvm4tRQDn3/Czo+4jcGS/DI4j5zZW+LdYyoVcFnENDmd2qFV+viJfA46uvtNRRKhm7QqH4gImN1XK3//ILlM+7h5W9fHB3ugk6AxQcDAUGgt72+Se5hZY0cxpamP04TpeHX1vB4m8gyj6GJosXM2TcOHKcfCJnIkqU4NvDh1kDJJaCfP/+/ZQpUybx9hctskgX+FiI2aLl0UyI54m1VyU78PiJkx/4Ey3h+tdAVyAbMBgtGwHAfez4h69IzRj2kJn5aLr3MSlTRpCn8XlyfnmOvO7HKBtylmLG/0gVeh6dMfE8otfuw7mbUKlOB2zTfPpEnDlm0PJWx+N1n99KrCVD3kux9lSP2m2gW/YKTO59mrRu9+EBxIxPy1cT97CuTl4KnTjB0oYNyXP+/JNz9OwJP/+c9L4rFAqFlVi4ENq2BQf9A+Z06Uydwku0HalLQJl5Wm/bi4gGVgGz0XIixT3VYxxhd03442tYX1Moenwv302cSP3Vq80jGXfQBM5c4OmU8evXr6dmzZqJt/tUz1p8WZKQsFiKlgj9RaTCnofYoSWainmJI55gg9aTNgD4NK4uFkei6MUG+jMXJ467BeKZPoC8Gc6RL8M58hY8R56M58imu5r4ifV2kDK3ZU+Za152HrlB5ep1AYiOjsbW9vkCW4m1j4j3Tqx9/z1MnGguXgV+8KrLzC6bcXSIhKvwaEIWKq7bxWHv7HSeMoWfe/XCIX4S3V69YPz4pPddoVAorMw//0CDBvDvv9CkzCL+6NgZR0MQGByg4I+QtxcY7F7uZNeBeWjC7cKT6lh72FvNyPx6Bv4pdJ06a6fTbuZM0sXLZX3Sxoa/YmNZiTYkOGfOHFq0aJF4W0ajlnQ9LpdnQmLtOpAxbl/ivWpOaDLuSwyUwtbWjWxpr+DmFERKx0uYTNeJjLnAo+gzhEedIiwqlLBICIsEY1xq6UxAL1LSglhSGR6BG0gqJ26lrYp/+jyEpbtBzvQB5E5/HhfHZ5Oum7FPAy75nhm+JEU20D874rNr1y4+ixOsJpMJne75fYdKrH1EvFdi7SmhdhE90z7/irHNl6PXC5yAh3MLU9hvC8Fu9sxq08Zy2NPBAf76S81PUygUHzUhIdClC8yfDxlTX2dV39aUyLxV2+laELynQ9rnDEk+jQD+wApgGRbCDeBqflhdJYr7abZR9Phcam5Yg330k8HLf9Kk4UaFClQaMgTHQoWeGc4DtCTpX31lLj4t1h73pLVHG6199gwOQH/sbdtRq4gv1QttplK+XXh6XNSeHy9BTLQBXaQOgzEWnS1a15rD848xmnRceaDnvzs2ZC1ak5GTV2GbpiC/z98JDu4v1e5jrly5Qvbs2QF4GTmlxNpHxHsj1ooXh6NHzcWHOjvmNa5Jt9qrtYodcGlnZYocW03egLMsbtyYHI/ntOXNq4m8ypXV/DSFQqGIY/586NQJwsKE9tUW8FuLHjjo7mk7PTtA4RFa78+rIGirvVYAm9Emapme7DbphLNZb3I/41rcHywn9/ndTxZ8AYEZMnCuShUeVqmCrkoV0mfKRA6jEXcPD3RxvWp+QKmnmswDnI9XthRrxcjpMZweX/yNT+lFpHZ+aLE3NBzuhOkJjXTAoHfC0c4BB1sTznbhODuEYmNj4nlEx9pyKyg914LTExDkzPlrNwi4dI6AW3DpDkTHwvWlS8n4zTecPXuW7Nmz4+DwApWXCGvXriVNmjSULVv2hbZKrH1EvBdiLWdOuPRk7cwDgwtb25ahUYVNWsVi8L3TiIp7/uK7SZMYNWAAdjFxcw/UkKdCoVAkysWL0LQpHDoEqZ3vs7BPH6p7ztZ22rpBwUGQuysY7F+vgQfAdjj580mc/JzIaV4n+Zj7xOrX8v/27jwuqnL/A/hnFmeGfVhkBpRNMU3hGqmYiqlJapm43NJrROgtS6+mlpqauXStUOtnaaZpm8tNSW9mZZoRokEXNwQVd1NxSUBFNtlnvr8/jhxnYEBEYGaY77vXvBrO85xznvNlma/POc/z3LbfBofiOMh1xUal5wMCcLBbNxz929/wl7c3Lru5If72bWGYa3Y2cPMmNty+jbeKinC5qAgoKkJyWRl6SKUAWqB1YQTmhp7CP/t8DblMSAovlzjh5PVHUZHbC7dyw3Dreke0yVIj6PxltP7rIKTYD+B3ACeFRsgAqIDL9m3wm/MA/OLQF8fQGsUVeSi4dRU5mQdBlAwhS60hDOPHw3XVqvrFsJ44WbMhZk/WHn0USE0Vv0xRaJEzuT2eDNkL6AB8DmzxnIxJK2bjy5dfxjM//yxUlEqB2Fi+5ckYY/dQUSGMFJ03DygtBQY9ugcbpkyBh/yoUMGxDdA5BvB9FpBI63WOxYsXY9asWfCEJzI2ZSB3Ry7ObjiLzugMZ1R+thQD+B+A+DuvQzDqlrvjtr0GN90ewo2WDyG7ZVvcctUi30WLIjsNylu4AlChOK8QvliO0T0/h0ohPLOcd7oPFD+PgN1hX4BuALgM4DSAUxD65YwTRT2kOOfeDrs0GsTKC/C/i38K95DrodDDAw6ZmU16d4eTNRtitmRNpxNuX547J276zKEtHp2uRuhDKcJcHZ8AS/rHILF3R3wxbhw02XfmoHF1Ba5f51uejDF2H86cAV56CUhKAqQSHeY8vw5znnkbSv01oYJLkDDVh8/fTT4AX5uFCxdi3rx5AACdTocTJ04gOFgYQ+kHPwQhCMEIRkd0hD/80dmlM5zy9JAgBcBBg9fl2k9kD2AwgEG4+zzZSQgPtZ2paSdBiUSGVKkCibpi7AOQACD3TtleAH3u64rvWg8gCgASEoC+fet5lPtX389veSO2iTUnmzcLszga+N3tEfSbeRvtW6cAtwH9hzJMe2UFOpxJxY9DZ999PkEq5USNMcbq4aGHgL17gdWrgbfflmHhN//E0v+OxFczPsSzQR9BmpcO/DFKGLHYcTbgN6rOt0dLDUbkS6VSlJffnSYj485/P+NncdvLz72MjWs3QluhxQshTyM1tRweCMcwOOImdNAiHx7IgRq5aIsCFNrlQjnwOhRPl0DicOcgf0IY8HBM6J8rgxQySNECehj22BGAeQBiSAddlduwYmzqdJWCpwDsvPPeF3cSNQC4du0+jmI+nKyxexs2DPjhB6NN2736oMus0/DyyARygNKlDpgxZREmfboUD52tMuyIJ7lljLF6k0qFQQejRgm3RVetcsSodxfA3Xkqvpq5HM8EfgRp/ilgXzSQOh1o+zLQbjzg4FvrccvKjKeurRzVWJNt27ahqKII53Ee/05dIW7PhzB2oZKzHTDxSQmmPa2Es5Mwmeyxyx3xzhYN4lISoINwI0aYjFePv6CHV5VzSQC4QHiypibuAG5BWL3gaq0tB/5755UI4E3DAq+qZ7ZM9bvRzWzHlCnVErX1bYei9/w0IVH7C7i5rBU+fyoa/zf99eqJ2vTpwLPPNmGDGWOseXJzA1asANLSgAEDgJv5agydMw+e4zKw7WIMyhWtgdLrwIkY4McAID4c+PNLoOyWyeMZ9qwBgFqtRkZGBrIM5l4zdOPGDZPbKxOlIB9g5Vjg6gop3h9FcHcqwcmrHTB6xdt4ZPZtfJeSgHwIy14ZrppgNLZVcXc+uUKDzeOrnLMnhJUS1Hdeld412ULhTuyLAD4H0K5yo48P0Lt3DXtYFu5ZYzUbMgTYvl38sgLAJ49MxITXvoBKVQr8CZzb3BH5jgpMWrmy+v7TpgEffNB07WWMMRsQHAzs2gUkJgLz5wMJCc4YPmcW5LLpeGfcTxjffwXcynYDWfHC6+C/AE1/wGug8HJuD0gk1ZI1APD1rb03rqpOrYG/dwVWdwf+Ju6qR/rlTnj/x6n4Nnk/9PQeTK9pIDCa7lelAu70+BkmYS9AWFWr0iMG710N3mtNHH9HTSf++GOruevDAwysUJMMMOjWDTh0SPyyFBJ89MQHmBY1Cy0UFcAx4PiPHRF49iyU5VWWA5FIhFufPOqTMcYa3Z49wr+LdxhkJX27nsfbUbEI89kEZXGV6StUWsC9G45eVWLu0v/izywg/UIhIHcQqyQlJWHQoEG4ffs2AEAuA7QuQMdWQlLWtQ3Q92FA43L3sGUVLfBDylB8Gjcee09eADAfwF/3bH9NSUgRgLEAhkK41dnZoGwq7i7oHgdhAfiVADJh8DwahDENO2HCO+8I95SbGI8GtSGNnqy99prQ137H4VZBSA2ahLHPT4BUTkAKkLlRA22mia7ywEDg1Cmr+dcKY4w1F6dPA598AqxdC9zJsQAAI/ofx8tP78Rj/rugLvsdEn0Ny6y3cBFeChdAqkDWtcu4dTMbanvA01l4dq6qolI77DnZF5v3j8QPhwYjtygews3I43Vud12SkAsA2hh8bZisGdoCYOSd98sB/ANAy6qVPDyAJp6yoxInazakUZM1g1uf5XI5lo9egnZXKzBkzJuQyADdPiloFUFeYeLHJiTEaDF3xhhjTa+wUHjUeMMGIC4O0BtMi+bqXISR4akY2O0ggr0PwtPuNBzoPGQVpp9rM1ReIcW5LB8cvdwNRy89gt9PPY7957qjXHcdwmQYn8LUo/6RAL4B4AxhMAIA9AAwE8LtTL+qO7RsCdy4ARikJzcBGC4ENQXAxyba+F8IC7lX7uNm6kK2bDHbs9ScrNmQRkvWDJaP+qNnT+wa8C2e2vsBHvvnckikQNHvCuSuKYO3qZ+YgACjFQ0YY4yZ3/XrwvNtO3YI/8/JMV1PbX8L3m7Z0LrnwVGZBwmVobBIiTKdAgXFTvjrljeuF7QEUWX32nkAvwL4FsLKAjUv/7QVgBKAN4CQO9sOAuhqqrKPjzAb8Mg7/WN3UpSyO8eoNBnAMhO7fwPh+TYAKIeJB/NnzACWLKmxrY2N51ljD2bIECAlBTfc3TH33x8i9EAUXkx+BoEvC8tH5cU5wGXdbdibStS6dDF6vo0xxphlaNkSeOEF4aXXC3OaHzggvM6eFf6NffEikFvkitwiV5y4UvUIZQCuQVi26QiAoxCSswt1boMSwNN33v8BIc0zmahJJMJD/yNGAP/9LzB5MnBV6KlTVKkqfhRJpUZdhyUGdYwSHKkU2Lix2nyh1oKn7mDA66+j/JdfsPy11zBo5zlM/PRpROR0QOCLQqKW8XNLuKy9bfrBgg0bOFFjjDErIJUKk+y+8AKwfDmwc6fwnFtxMZCXB1y5Apw8KSRxGRlAVNQbEFItf3TpMhOffeYAYB3uJ1EDAMPJMXribs+XEXd3IUEbMUL4esQIYN26Go8ppmd6PTBwoLi93GTtO/U0mro22eJwsmbrXn8dv5w8ic5pR3Co63L8/vgRtOvYFu7/EJaUSvmuHfw2Xje977Rpwm89Y4wxqyWVAs7OQKtWwoqCgYGAry8gk919ji0+Ph4qlaravlsArAKwG8IqAVXtAOB0rwaMGgVkZd1N1CpVLld4xzaD90Z9B3/8Ib4dDWGFgldNncdKViswhZM1G3bqX//C008+iZGbf8Fb73fA+uhFsPt7PyiHC1MR/rqpG7psPWt65+nTgQ8/bMLWMsYYa0pz5syBk5MT3nzzTbi4uECprL6M1bMQJqztB+NVDABgFICB1fYw0LKlsJRhbKzpkZlVVhcYavD+YcOCwrvT57oAuAjjOdlqOp414WfWbFApgDcTE/Hp8uV49LAcR4Muw/9KNDA2AZJwoc4Xa/vh5bgE0wfYuBEYPbrJ2ssYY6zpBQYG4ubNm2jRogUAVEvW2lWpb9jvFgNglqmD9usHjBsnJE69e9c+fUbv3sKyDQajIhIhDGuo1nPm5gbcugUQ3V2XupJEArRubTWrFZjCPWs2SFFWhjQd4Y2lciQ/tgn+V4OBVxKAcECvl+DDNU/hpZoStRkzOFFjjDEbUZmoAUC/fv0AAJ06dcLZFSuQ6mY8MYZhkmTy2TFHR2EukdGjgb597z3PmUwmLHloIAzAvyEsNWWksp6kSqpW+bUVrVZgCidrNkgS0AnbnynBkplRkEmfBybmAY8DFToZ/r0yAtP37qz+LxNA6Ko245Bnxhhj5qNWq5Gfn4/U1FQETpwIh+xsYMwYk3UrTG1ct+7+E6Y5c4TBBzWRSITpPubMEQYotGplXN66tfHABSvFyZqtiYgA/joHp9tRQIv/gKYCeAwoLVfg7WXD8XbyD6b3i4212iHPjDHGGoaTk9Pd3jaZTFhR3oRqU3NMnVq/hEkmA9asqd5jBlTvNRsxQpiHJCFBeFwnIQG4cMHqEzWAn1mzLd9+C/z0k/BeeQtlr8uhCK5AcZkKC5YOx+Jjm0zvN306J2qMMcaqq/LQ/nEAhwE8U7Xe0KFVt9Rd5bxrU6YI84tUat367rxslWQy4RZrM8MrGFihes2ArNMJD2Dm5wMK4PxMb7Tp8BcKSxzw0ocj8J+TG6o/AwAAb7wB/N//NWTzGWOMNRc6HeDvL0xeayqdqHy4/8KFB39mTKcDEhOFKTjqMkDBAtV3BQOrvg366aefwt/fHyqVCt27d8eBAwdqrb9lyxZ06NABKpUKwcHB2LFjh1E5EWHevHnw8vKCnZ0dwsPDcfas8dQVOTk5iIyMhLOzM9RqNV566SUUGgwbBoCjR4+id+/eUKlU8PHxwRITz3ndqy0NLjFRSNQAZJfZIf6vMOTedsE/YkZhNSdqjDHG6kMmA5bdWfipsR/ur+w1q+sAheaErFRsbCwpFAr66quv6Pjx4zRu3DhSq9WUlZVlsv4ff/xBMpmMlixZQidOnKC3336bWrRoQceOHRPrLFq0iFxcXGjbtm105MgRioiIoICAACouLhbrDBo0iDp37kz79u2jxMRECgwMpNGjR4vleXl5pNFoKDIyktLT02nTpk1kZ2dHq1evvq+21CYvL48AUF5eXt0DtnEjkfDvHiKA1ki8qJ9nFOUabDN6TZ1a92Mzxhizbd99R9S6tfHniI+PsJ2J6vX5TURWm6yFhobSxIkTxa91Oh15e3tTTEyMyfojR46kwYMHG23r3r07vfrqq0REpNfrSavV0gcffCCW5+bmklKppE2bNhER0YkTJwgAHTx4UKyzc+dOkkgkdPXqVSIiWrlyJbm6ulJpaalYZ+bMmdS+ffs6t+Ve6vXNTkiolpDpakrUnnmm7sdljDHGiIgqKoTPmo0bhf9XVJi7RRanvsmaVd4GLSsrQ0pKCsLDw8VtUqkU4eHhSE5ONrlPcnKyUX0AGDhwoFj/woULyMzMNKrj4uKC7t27i3WSk5OhVqvRtevdcS7h4eGQSqXYv3+/WOfxxx+HQqEwOs/p06dx69atOrWlUfTuLTw3YMDkN79Ll7uDEBhjjLG6suXblI3MKkeD3rhxAzqdDpoqi7JqNBqcOnXK5D6ZmZkm62dmZorlldtqq+Pp6WlULpfL4ebmZlQnICCg2jEqy1xdXe/ZlqpKS0tRWloqfp2XlwdAeFDxvsTEAFFRNZcPGiSMGL3f4zLGGGPsnio/t+k+x3ZaZbJma2JiYvDOO+9U2+7j49OwJ/rlF8DFpWGPyRhjjDEjBQUFcLmPz1urTNY8PDwgk8mQlZVltD0rKwtardbkPlqtttb6lf/PysqCl8G8MVlZWXjkkUfEOtnZ2UbHqKioQE5OjtFxTJ3H8Bz3aktVs2fPxhtvvCF+nZubCz8/P1y6dOm+vtnNTX5+Pnx8fHD58uX7GgLdHHEsBBwHAcdBwHEQcBwElhAHIkJBQQG8vb3vaz+rTNYUCgW6dOmC+Ph4DBs2DACg1+sRHx+PSZMmmdynR48eiI+Px9SpU8VtcXFx6NGjBwAgICAAWq0W8fHxYnKWn5+P/fv3Y8KECeIxcnNzkZKSgi5dugAAdu/eDb1ej+7du4t15syZg/LycnGW57i4OLRv3x6urq51aktVSqWy2gK6gPBMnS3/4lVydnbmONzBsRBwHAQcBwHHQcBxEJg7DvXqZGmU4Q5NIDY2lpRKJa1du5ZOnDhBr7zyCqnVasrMzCQioqioKJo1a5ZY/48//iC5XE4ffvghnTx5kubPn29y6g61Wk0//PADHT16lIYOHWpy6o6QkBDav38/JSUlUbt27Yym7sjNzSWNRkNRUVGUnp5OsbGxZG9vX23qjnu1pTb1HU3S3HAc7uJYCDgOAo6DgOMg4DgIrDkOVpusERF98skn5OvrSwqFgkJDQ2nfvn1iWZ8+fSg6Otqo/ubNm+mhhx4ihUJBnTp1op9//tmoXK/X09y5c0mj0ZBSqaT+/fvT6dOnjercvHmTRo8eTY6OjuTs7Exjx46lgoICozpHjhyhsLAwUiqV1KpVK1q0aFG1tt+rLbWx5h+4hsRxuItjIeA4CDgOAo6DgOMgsOY4WHWyZqtKSkpo/vz5VFJSYu6mmBXH4S6OhYDjIOA4CDgOAo6DwJrjwGuDMsYYY4xZMKucFJcxxhhjzFZwssYYY4wxZsE4WWOMMcYYs2CcrDHGGGOMWTBO1qzQp59+Cn9/f6hUKnTv3h0HDhwwd5MaTExMDLp16wYnJyd4enpi2LBhOH36tFGdkpISTJw4Ee7u7nB0dMTf//73aitCXLp0CYMHD4a9vT08PT0xY8YMVFRUNOWlNKhFixZBIpEYTaRsK3G4evUqXnjhBbi7u8POzg7BwcE4dOiQWE5EmDdvHry8vGBnZ4fw8HCcPXvW6Bg5OTmIjIyEs7Mz1Go1XnrpJRQWFjb1pTwQnU6HuXPnIiAgAHZ2dmjbti0WLlxotMZgc4zF77//jiFDhsDb2xsSiQTbtm0zKm+oaz569Ch69+4NlUoFHx8fLFmypNGv7X7UFofy8nLMnDkTwcHBcHBwgLe3N1588UX89ddfRsdo7nGoavz48ZBIJPj444+NtluKe8DgAAAUWElEQVRlHMw5FJXdv9jYWFIoFPTVV1/R8ePHady4caRWqykrK8vcTWsQAwcOpK+//prS09MpLS2Nnn76afL19aXCwkKxzvjx48nHx4fi4+Pp0KFD9Nhjj1HPnj3F8oqKCgoKCqLw8HBKTU2lHTt2kIeHB82ePdscl/TADhw4QP7+/vS3v/2NpkyZIm63hTjk5OSQn58fjRkzhvbv30/nz5+nXbt20blz58Q6ixYtIhcXF9q2bRsdOXKEIiIiTE5m3blzZ9q3bx8lJiZSYGCg0WTW1uC9994jd3d32r59O124cIG2bNlCjo6OtGzZMrFOc4zFjh07aM6cObR161YCQN9//71ReUNcc15eHmk0GoqMjKT09HTatGkT2dnZGU1mbm61xSE3N5fCw8Pp22+/pVOnTlFycjKFhoZSly5djI7R3ONgaOvWrdS5c2fy9vamjz76yKjMGuPAyZqVCQ0NpYkTJ4pf63Q68vb2ppiYGDO2qvFkZ2cTANq7dy8RCX+UWrRoQVu2bBHrnDx5kgBQcnIyEQm/zFKpVFzNgoho1apV5OzsTKWlpU17AQ+ooKCA2rVrR3FxcdSnTx8xWbOVOMycOZPCwsJqLNfr9aTVaumDDz4Qt+Xm5pJSqaRNmzYREdGJEycIAB08eFCss3PnTpJIJHT16tXGa3wDGzx4MP3zn/802jZixAiKjIwkItuIRdUP54a65pUrV5Krq6vR78XMmTOpffv2jX1J9VJbklLpwIEDBIAyMjKIyLbicOXKFWrVqhWlp6eTn5+fUbJmrXHg26BWpKysDCkpKQgPDxe3SaVShIeHIzk52Ywtazx5eXkAADc3NwBASkoKysvLjWLQoUMH+Pr6ijFITk5GcHAwNBqNWGfgwIHIz8/H8ePHm7D1D27ixIkYPHiw0fUCthOHH3/8EV27dsVzzz0HT09PhISE4PPPPxfLL1y4gMzMTKM4uLi4oHv37kZxUKvV6Nq1q1gnPDwcUqkU+/fvb7qLeUA9e/ZEfHw8zpw5AwA4cuQIkpKS8NRTTwGwrVhUaqhrTk5OxuOPPw6FQiHWGThwIE6fPo1bt2410dU0rLy8PEgkEqjVagC2Ewe9Xo+oqCjMmDEDnTp1qlZurXHgZM2K3LhxAzqdzujDFwA0Gg0yMzPN1KrGo9frMXXqVPTq1QtBQUEAgMzMTCgUCvEPUCXDGGRmZpqMUWWZtYiNjcXhw4cRExNTrcxW4nD+/HmsWrUK7dq1w65duzBhwgRMnjwZ69atA3D3Omr7ncjMzISnp6dRuVwuh5ubm9XEAQBmzZqFf/zjH+jQoQNatGiBkJAQTJ06FZGRkQBsKxaVGuqam8PviqGSkhLMnDkTo0ePFhcst5U4LF68GHK5HJMnTzZZbq1xkJvlrIzVwcSJE5Geno6kpCRzN6XJXb58GVOmTEFcXBxUKpW5m2M2er0eXbt2xfvvvw8ACAkJQXp6Oj777DNER0ebuXVNa/Pmzfjmm2+wceNGdOrUCWlpaZg6dSq8vb1tLhasZuXl5Rg5ciSICKtWrTJ3c5pUSkoKli1bhsOHD0MikZi7OQ2Ke9asiIeHB2QyWbURf1lZWdBqtWZqVeOYNGkStm/fjoSEBLRu3VrcrtVqUVZWhtzcXKP6hjHQarUmY1RZZg1SUlKQnZ2NRx99FHK5HHK5HHv37sXy5cshl8uh0WhsIg5eXl7o2LGj0baHH34Yly5dAnD3Omr7ndBqtcjOzjYqr6ioQE5OjtXEAQBmzJgh9q4FBwcjKioKr7/+utjzakuxqNRQ19wcfleAu4laRkYG4uLixF41wDbikJiYiOzsbPj6+op/NzMyMjBt2jT4+/sDsN44cLJmRRQKBbp06YL4+Hhxm16vR3x8PHr06GHGljUcIsKkSZPw/fffY/fu3QgICDAq79KlC1q0aGEUg9OnT+PSpUtiDHr06IFjx44Z/UJW/uGq+sFvqfr3749jx44hLS1NfHXt2hWRkZHie1uIQ69evapN3XLmzBn4+fkBAAICAqDVao3ikJ+fj/379xvFITc3FykpKWKd3bt3Q6/Xo3v37k1wFQ2jqKgIUqnxn2yZTAa9Xg/AtmJRqaGuuUePHvj9999RXl4u1omLi0P79u3h6uraRFfzYCoTtbNnz+K3336Du7u7UbktxCEqKgpHjx41+rvp7e2NGTNmYNeuXQCsOA5mG9rA6iU2NpaUSiWtXbuWTpw4Qa+88gqp1WqjEX/WbMKECeTi4kJ79uyha9euia+ioiKxzvjx48nX15d2795Nhw4doh49elCPHj3E8sopKwYMGEBpaWn0yy+/UMuWLa1qygpTDEeDEtlGHA4cOEByuZzee+89Onv2LH3zzTdkb29P//nPf8Q6ixYtIrVaTT/88AMdPXqUhg4danLqhpCQENq/fz8lJSVRu3btLHq6ClOio6OpVatW4tQdW7duJQ8PD3rzzTfFOs0xFgUFBZSamkqpqakEgJYuXUqpqaniKMeGuObc3FzSaDQUFRVF6enpFBsbS/b29hY1ZUVtcSgrK6OIiAhq3bo1paWlGf3tNBzR2NzjYErV0aBE1hkHTtas0CeffEK+vr6kUCgoNDSU9u3bZ+4mNRgAJl9ff/21WKe4uJj+9a9/kaurK9nb29Pw4cPp2rVrRse5ePEiPfXUU2RnZ0ceHh40bdo0Ki8vb+KraVhVkzVbicNPP/1EQUFBpFQqqUOHDrRmzRqjcr1eT3PnziWNRkNKpZL69+9Pp0+fNqpz8+ZNGj16NDk6OpKzszONHTuWCgoKmvIyHlh+fj5NmTKFfH19SaVSUZs2bWjOnDlGH8bNMRYJCQkm/yZER0cTUcNd85EjRygsLIyUSiW1atWKFi1a1FSXWCe1xeHChQs1/u1MSEgQj9Hc42CKqWTNGuMgITKY/poxxhhjjFkUfmaNMcYYY8yCcbLGGGOMMWbBOFljjDHGGLNgnKwxxhhjjFkwTtYYY4wxxiwYJ2uMMcYYYxaMkzXGGGOMMQvGyRpjjDFWD4WFhViwYAGeeeYZaLVaSCQSjBkzxtzNYs0QJ2uMMcZYPdy4cQPvvPMODh8+jK5du5q7OawZk5u7AYwxxpg18vLywpUrV9CqVSuUlJTAzs7O3E1izRT3rDHGGGP1oFQq0apVK3M3g9kATtYYY8wC9O3bFxKJBAsWLKjX/mPGjKnxmSmdToelS5ciJCQEDg4OkEgkkEgk2LZt24M1mjHWJDhZY6wZWrBggfiBbPhSKpXw9vbGwIED8cUXX6C8vNzcTWVNYOrUqZg2bRrS0tJQUVEBjUYDjUYDlUoFAFi7di0WLFiAPXv2mLehjDGT+Jk1xpo5jUYjvi8oKMC1a9dw7do1/Prrr1i9ejV+/fVXuLq6mrGFrCF4eXmhffv28PLyMtpeUFCA1atXAwCWLFmC6dOnQyKRGNVZu3Yt9u7dC0Do4bMlRITS0tI61ZVKpVAoFI3cIsaq4541xpq5zMxM8XX79m1kZGRg3LhxAIBDhw5h8uTJZm4hawgxMTE4deoUYmJijLafOnVK7EGdMGFCtUTN1mVkZMDOzq5Or0cffdTczWU2invWGLMxvr6+WLNmDf7880/s3r0bmzdvxqpVq+Do6GjuprFGUFRUJL7n73F1Hh4e+Prrr+tUl3ugmdkQY6zZmT9/PgGg2n7FlyxZItY5fPhwtfKcnBz64osv6LnnnqOgoCBydXUlpVJJvr6+NHr0aEpOTq7x2H369CEANH/+fCovL6elS5fSI488Qg4ODtSyZUsaOnQopaWlifVv375NCxcupE6dOpG9vT25ubnRyJEj6dy5czWeo6Hap9frac2aNRQaGkpOTk7k6OhIjz32GG3YsKHG/esiNjaWBg0aRJ6eniSXy8nFxYUCAwNpyJAhtGLFCiouLm7QNkVHRxMAio6OJiKir7/+Wvz+mnr16dPnnnUA0IULFx4oDqZcunSJZsyYQZ07dyZnZ2dSqVTUpk0bioiIoHXr1tUam8b6eXpQxcXFRvFnrCFxssZYM1SXZG3x4sVinYMHD9Z6DJlMJiZDldskEgktW7bM5LErP1zfeust6t+/PwEghUJBDg4O4v6Ojo508OBBunHjBoWEhBAAUqlUZGdnJ9bx9PSkjIyMe15jfdv39ttv09ChQwkAyeVycnZ2NkpU5s2bV4doVzd27Fij4zg6OpK9vX2tSdCDtqlqshYbG0sajYZcXV3FfTUajfgaPny4WKdFixYEgBwcHIzqaDQaunTpUr1iUJP169eTSqUS26RQKMjd3Z3kcrm4LTU11WRsGvPn6UFxssYaEydrjDVDdUnWnnjiCTGpuXHjRrXy1atX0/z58+nQoUNUWlpKRER6vZ7Onz9PU6ZMIYlEQjKZzGSvXOWHq1qtJnd3d9qyZQuVlZWRXq+nAwcOUJs2bQgA9ezZk4YPH07+/v60a9cu0ul0pNPp6LfffqOWLVsSAIqMjDTZ/oZon6urK7m4uNDatWupqKiIiIguX75MQ4YMIQAklUrpzJkz9w64gcTERHHfxYsX082bN8WyGzdu0K5duyg6OpquXr3aoG2qmqxVSkhIuOfPgmHPVWPavn07SSQSAkC9evWixMRE0ul0RERUWlpKiYmJNG7cODp+/LjJ9jXmz1N9ffLJJ7Rw4ULxdy4kJIQWLlxICxcupL179zbouZjt4mSNsWaotmQtIyODxo0bJ5ZHRETU6xwTJ04kAPTSSy9VK6v8cAVAiYmJ1crj4+PFcjs7Ozp79my1Ol9++aVYXlZW1mjt2717d7XykpIS8vb2JgD07rvv3td5K3ssBwwYcF/7PWibLD1ZKy8vp4CAAAJAYWFhYoJdF5bw81QTPz+/Gm8hN3byy2wHjwZlrJnTarXiy8HBAX5+fvj8888BAB06dMDKlSvrddzBgwcDAJKSkmqsExYWhrCwsGrb+/TpA6VSCQB49tlnERgYWK3OwIEDAQDFxcU4e/Zso7SvV69e6NevX7XtSqVSPP/Ro0fv67xqtRoAcP36deh0uvvat7HaZAkSEhJw4cIFAMBHH31UrykwzPnzVJOLFy+ChI6Paq/6TnDMWFWcrDHWzGVlZYkvw5GBL774IlJTU2tdLuf8+fOYPn06unTpArVaDZlMJk6w+/TTTwMArly5UuP+oaGhJrfLZDJ4eHgAALp162ayjuH8cLdu3WqU9nXv3r3GMm9vbwBATk5OjXVM6d+/P1QqFVJTU9G7d298+eWXYpJSF43RJkvwv//9D4Dwj4f6Lnre2D9PjFkqnrqDsWaOiMT/Z2Zm4scff8SsWbOwfv16BAcHY/r06Sb3+/777zF69GijCUOdnZ2hUqkgkUhQVlaGW7du4fbt2zWe28nJqcYyuVxea53KcgAmV1poqvbd7yoPbdu2xRdffIHx48cjOTkZycnJAICWLVuiX79+eP755xEREVHjfGeN0SZLkJmZCQDw8/Or9zEa8+eJMUvGPWuM2QiJRAIvLy+8+uqr+P777yGRSPDmm29i9+7d1erevHkTY8aMQWlpKZ544gns2bMHRUVFyMvLQ1ZWFjIzM7FlyxYzXIV1tC8yMhIZGRn47LPPMGrUKPj4+OD69evYvHkzhg0bhj59+iA/P99s7TMHnoyXsfrjZI0xG9S3b19ERUWBiPDaa69Ve7Zqx44dyM/Ph6urK3766Sf06dMHdnZ2RnUqe0rMwdLbBwBubm549dVXERsbi0uXLuHcuXOYNWsWJBIJEhMTbe55Jq1WC0BYMYAxdn84WWPMRs2bNw8ymQwnTpzAunXrjMouX74MAGjfvj3s7e1N7v/bb781ehtrYuntM6Vt27aIiYnB888/DwCIi4szc4vukkqFj4LKW+aNoWfPngCEJPrQoUONdh7GmiNO1hizUW3btsWoUaMAAAsXLjR6jsfFxQUAcObMGZSUlFTbNy0tDRs3bmyahppgye2716LglT2AlQmSJXB2dgYA5ObmNto5+vXrhzZt2gAAXn/9dZSVlTXauRhrbiznrwVjrMnNnj0bEokEFy9exJdffiluHzBgAKRSKXJychAZGYmrV68CAMrKyrB582YMGDCg1oe9G5slt2/SpEkYOXIkvvvuO2RnZ4vbCwsL8dlnn2H9+vUA7k4tYgmCgoIACLeXK2NpysWLF8XRtvd7G1cmk2HFihWQSCRISkpC//79kZSUBL1eD0D43u3ZswcvvPACTpw4Ue9rYaw54mSNMRsWFBSEiIgIAMB7770n9gq1a9cOM2bMAABs3boVrVu3hlqthqOjI0aNGgVHR0csX77cbO225PaVl5djy5YtePbZZ6HRaODk5ARXV1c4OTlhwoQJKCsrQ1hYGObMmWOW9pkSHR0NlUqFc+fOwdfXF1qtFv7+/vD396916pP79dRTT2Ht2rVQKpVISkpC7969YW9vDw8PDzg4OKBfv3745ptvuNeNsSo4WWPMxlUmDVeuXMHq1avF7YsWLcL69esRGhoKOzs7lJeXIzAwEG+99RZSU1PFOb/MxVLbN3fuXCxfvhzDhw9Hhw4dIJfLUVhYCE9PTzz55JP46quvsGfPHjg4OJilfaa0a9cOCQkJiIiIQMuWLXHz5k1kZGQgIyMDFRUVYj3DXrfHHnusXud68cUXcerUKUydOhUdO3aEXC5HcXEx/Pz8MGzYMGzYsAEPP/zwA18TY82JhBrziVLGGGPNxrvvvou5c+ciLCwMiYmJ5m4OYzaDe9YYY4zVSeWcfO+//76ZW8KYbeGeNcYYY/dUWloKtVqNvn37YufOneZuDmM2hZM1xhhjjDELxrdBGWOMMcYsGCdrjDHGGGMWjJM1xhhjjDELxskaY4wxxpgF42SNMcYYY8yCcbLGGGOMMWbBOFljjDHGGLNgnKwxxhhjjFkwTtYYY4wxxiwYJ2uMMcYYYxaMkzXGGGOMMQvGyRpjjDHGmAXjZI0xxhhjzIL9P9YvUWjcRwkAAAAAAElFTkSuQmCC",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x328441650>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.text.Text object at 0x3281fb810>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We define the portions of the spectra where we want to fit the signal background.\n",
    "# They are called regions of interest (roi) or background interpolation regions (bir) in Spectra.jl.\n",
    "roi = [0. 200.; 640. 650.; 700. 810.; 1270. 1400.; 2500. 3000.; 3800. 4000.]\n",
    "\n",
    "# There we restrain the fit of the background to a specific low or high frequency wavelength. \n",
    "# This will affect the smoothing coefficient for th gcvspline for instance, or how behaves the \n",
    "# machine learning algorithms.\n",
    "x_fit=x[x.<1500]\n",
    "y_fit=y_long[x.<1500]\n",
    "\n",
    "y_svm, bas_svm = baseline(x_fit,y_fit,roi,\"SVMregression\")\n",
    "y_kr, bas_kr = baseline(x_fit,y_fit,roi,\"KRregression\")\n",
    "y_gcvspline, bas_gcvspline = baseline(x_fit,y_fit,roi,\"gcvspline\",p=0.4)\n",
    "# We also try the polynomial function, with an explicit output of the x and y values used to fit the signal in the \n",
    "# xy_roi array. We will use it in the plots.\n",
    "y_poly, bas_poly, xy_roi = baseline(x_fit,y_fit,roi,\"poly\",p=5.0,roi_out=\"yes\")\n",
    "\n",
    "y_arpls, bas_arpls = baseline(x_fit,y_fit,roi,\"arPLS\",lambda=10.0^5,p=1.0)\n",
    "\n",
    "figure()\n",
    "title(\"Low frequency part\")\n",
    "\n",
    "# plotting the initial signal and the roi\n",
    "plot(x_fit,y_fit,\"black\",label=\"signal\")\n",
    "scatter(xy_roi[:,1],xy_roi[:,2],color=\"red\",label=\"roi\") # the signal used to fit the baselines\n",
    "\n",
    "# plotting the baselines\n",
    "plot(x_fit,bas_svm,\"cyan\",label=\"SVM\")\n",
    "plot(x_fit,bas_kr,\"magenta\",label=\"Kernel Ridge\")\n",
    "plot(x_fit,bas_gcvspline,\"blue\",label=\"GCV spline\")\n",
    "plot(x_fit,bas_poly,\"red\",label=\"5nd order poly\")\n",
    "plot(x_fit,bas_arpls,\"orange\",label=\"arPLS\")\n",
    "\n",
    "# defining some things for the plot limits / labels / legend\n",
    "xlim(0,1500)\n",
    "ylim(0,maximum(y_fit[x_fit.<1500]))\n",
    "legend(loc=\"best\")\n",
    "xlabel(L\"Raman shift, cm$^{-1}$\",fontsize=18)\n",
    "ylabel(L\"Intensity, a. u.\",fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x3271956d0>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.text.Text object at 0x327083290>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_fit=x[x.>2500.]\n",
    "y_fit=y_long[x.>2500.]\n",
    "\n",
    "y_svm, bas_svm = baseline(x_fit,y_fit,roi,\"SVMregression\")\n",
    "y_kr, bas_kr = baseline(x_fit,y_fit,roi,\"KRregression\")\n",
    "y_gcvspline, bas_gcvspline, xy_out = baseline(x_fit,y_fit,roi,\"gcvspline\",p=1.0,roi_out=\"yes\")\n",
    "y_poly, bas_poly = baseline(x_fit,y_fit,roi,\"poly\",p=5.0)\n",
    "y_arpls, bas_arpls = baseline(x_fit,y_fit,roi,\"arPLS\",lambda=10.0^7,p=1.0)\n",
    "\n",
    "figure()\n",
    "title(\"High frequency part\")\n",
    "plot(x_fit,y_fit,\"black\",label=\"signal\")\n",
    "scatter(xy_out[:,1],xy_out[:,2],color=\"red\",label=\"roi\")\n",
    "plot(x_fit,bas_svm,\"cyan\",label=\"SVM\")\n",
    "plot(x_fit,bas_kr,\"magenta\",label=\"Kernel Ridge\")\n",
    "plot(x_fit,bas_gcvspline,\"blue\",label=\"GCV spline\")\n",
    "plot(x_fit,bas_poly,\"red\",label=\"5nd order poly\")\n",
    "plot(x_fit,bas_arpls,\"orange\",label=\"arPLS\")\n",
    "\n",
    "xlim(2500,4000)\n",
    "ylim(0,maximum(y_fit[x_fit.>2500]))\n",
    "legend(loc=\"best\")\n",
    "xlabel(L\"Raman shift, cm$^{-1}$\",fontsize=18)\n",
    "ylabel(L\"Intensity, a. u.\",fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# .. and on RAW spectrum:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x32bb89450>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.text.Text object at 0x10f564c50>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_fit=x[x.<1500]\n",
    "y_fit=y[x.<1500]\n",
    "# and we need to change the roi because of the Boson peak\n",
    "roi = [110. 200.; 750. 810.; 1260. 2000;2100 3000; 3800 4000]\n",
    "\n",
    "y_svm, bas_svm = baseline(x_fit,y_fit,roi,\"SVMregression\") # the support vector regression\n",
    "y_kr, bas_kr = baseline(x_fit,y_fit,roi,\"KRregression\") # the kernel ridge regression\n",
    "y_gcvspline, bas_gcvspline = baseline(x_fit,y_fit,roi,\"gcvspline\",p=0.35) # using the GCV spline, with the smoothing factor\n",
    "y_poly, bas_poly, xy_roi = baseline(x_fit,y_fit,roi,\"poly\",p=5.0,roi_out=\"yes\")\n",
    "\n",
    "# There we do the plots.\n",
    "figure()\n",
    "title(\"Low frequency part\")\n",
    "plot(x_fit,y_fit,\"black\",label=\"signal\") # the signal\n",
    "scatter(xy_roi[:,1],xy_roi[:,2],color=\"red\",label=\"roi\") # the signal used to fit the baselines\n",
    "\n",
    "# And below the code to fit the different baselines\n",
    "plot(x_fit,bas_svm,\"cyan\",label=\"SVM\")\n",
    "plot(x_fit,bas_kr,\"magenta\",label=\"Kernel Ridge\")\n",
    "plot(x_fit,bas_gcvspline,\"blue\",label=\"GCV spline\")\n",
    "plot(x_fit,bas_poly,\"red\",label=\"5nd order poly\")\n",
    "\n",
    "# Some plotting options\n",
    "xlim(0,1500)\n",
    "ylim(0,maximum(y_fit[x_fit.<1500]))\n",
    "legend(loc=\"best\")\n",
    "xlabel(L\"Raman shift, cm$^{-1}$\",fontsize=18)\n",
    "ylabel(L\"Intensity, a. u.\",fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x32beb5150>)"
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   "source": [
    "# There for the example we are going to use the Dierckx spline, instead of the gcvspline\n",
    "x_fit=x[x.>2500.]\n",
    "y_fit=y[x.>2500.]\n",
    "\n",
    "y_svm, bas_svm = baseline(x_fit,y_fit,roi,\"SVMregression\") # the support vector regression\n",
    "y_kr, bas_kr = baseline(x_fit,y_fit,roi,\"KRregression\") # the kernel ridge regression\n",
    "y_gcvspline, bas_gcvspline = baseline(x_fit,y_fit,roi,\"gcvspline\",p=0.7) # using the GCV spline, with the smoothing factor\n",
    "y_poly, bas_poly, xy_roi = baseline(x_fit,y_fit,roi,\"poly\",p=5.0,roi_out=\"yes\") # a simple 5th order polynomial, with output of the roi\n",
    "\n",
    "# There we do the plots.\n",
    "figure()\n",
    "title(\"High frequency part\")\n",
    "plot(x_fit,y_fit,\"black\",label=\"signal\") # the signal\n",
    "scatter(xy_roi[:,1],xy_roi[:,2],color=\"red\",label=\"roi\") # the signal used to fit the baselines\n",
    "\n",
    "# And below the code to fit the different baselines\n",
    "plot(x_fit,bas_svm,\"cyan\",label=\"SVM\")\n",
    "plot(x_fit,bas_kr,\"magenta\",label=\"Kernel Ridge\")\n",
    "plot(x_fit,bas_gcvspline,\"blue\",label=\"GCV spline\")\n",
    "plot(x_fit,bas_poly,\"red\",label=\"5nd order poly\")\n",
    "\n",
    "# Some plotting options\n",
    "xlim(2500,4000)\n",
    "ylim(0,maximum(y_fit[x_fit.>2500]))\n",
    "legend(loc=\"best\")\n",
    "xlabel(L\"Raman shift, cm$^{-1}$\",fontsize=18)\n",
    "ylabel(L\"Intensity, a. u.\",fontsize=18)"
   ]
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